{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c2131ddc-68e7-4d16-9f79-9975ac4b715b\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"69ba4688-a4fb-43af-b2a6-433d44ecb7a6\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\"}],\"center\":[{\"id\":\"1014\"},{\"id\":\"1018\"}],\"left\":[{\"id\":\"1015\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1036\"}],\"title\":{\"id\":\"1038\"},\"toolbar\":{\"id\":\"1026\"},\"x_range\":{\"id\":\"1003\"},\"x_scale\":{\"id\":\"1007\"},\"y_range\":{\"id\":\"1005\"},\"y_scale\":{\"id\":\"1009\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1033\"},\"glyph\":{\"id\":\"1034\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1035\"},\"selection_glyph\":null,\"view\":{\"id\":\"1037\"}},\"id\":\"1036\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1040\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,3,4,5]},\"selected\":{\"id\":\"1045\"},\"selection_policy\":{\"id\":\"1046\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1042\"},\"ticker\":{\"id\":\"1012\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1025\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1011\"},\"ticker\":null},\"id\":\"1014\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1040\"},\"ticker\":{\"id\":\"1016\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1015\"},\"dimension\":1,\"ticker\":null},\"id\":\"1018\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"1025\"}},\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"69ba4688-a4fb-43af-b2a6-433d44ecb7a6\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"c2131ddc-68e7-4d16-9f79-9975ac4b715b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入库\n",
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()  # 在notebook中显示\n",
    "\n",
    "# 数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,7,3,4,5]\n",
    "\n",
    "p = figure(plot_width=400,plot_height=400)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘图方法\n",
    "· 基本图元\n",
    "Bokeh figure（）类 基本图元绘制方法，灵活的使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"19174958-aedc-4307-a1bd-d2c2148cd43b\" data-root-id=\"2330\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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       "  var render_items = [{\"docid\":\"3c9ea67b-fdc7-49eb-8f04-30dc92793d88\",\"root_ids\":[\"2330\"],\"roots\":{\"2330\":\"19174958-aedc-4307-a1bd-d2c2148cd43b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2330"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基本图元绘制\n",
    "import numpy as np\n",
    "\n",
    "N = 9\n",
    "x=np.linspace(-2,2,N)  #抛物线\n",
    "y=x**2\n",
    "sizes = np.linspace(10,20,N)\n",
    "xpts = np.array([-.09,-.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "# 画布\n",
    "# figures = []\n",
    "# 1.环状\n",
    "# p = figure(title=\"annular_wedge\" , plot_width=400,plot_height=400)  ##第一个环状的\n",
    "p = figure(title=\"annular_wedge\" )\n",
    "\n",
    "# 绘制\n",
    "#1. annualar_wedge\n",
    "p.annular_wedge(x,y,10,20,0.6,4.1,color=\"#8888ee\",\n",
    "               inner_radius_units=\"screen\",\n",
    "               outer_radius_units=\"screen\")\n",
    "\n",
    "figures.append(p)\n",
    "\n",
    "#2. \n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x,y,10,20, color=\"#7FC97F\",\n",
    "         inner_radius_units=\"screen\",\n",
    "         outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "# 显示图形\n",
    "# show(p)\n",
    "# 显示一组图形\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function figure in module bokeh.plotting.figure:\n",
      "\n",
      "figure(**kwargs)\n",
      "    Create a new Figure for plotting.\n",
      "    \n",
      "    A subclass of :class:`~bokeh.models.plots.Plot` that simplifies plot\n",
      "    creation with default axes, grids, tools, etc.\n",
      "    \n",
      "    Figure objects have many glyph methods that can be used to draw\n",
      "    vectorized graphical glyphs:\n",
      "    \n",
      "    .. hlist::\n",
      "        :columns: 3\n",
      "    \n",
      "        * :func:`~bokeh.plotting.figure.Figure.annular_wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.annulus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.arc`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.asterisk`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.bezier`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_y`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dash`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ellipse`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.harea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex_tile`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_rgba`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_url`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.inverted_triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_polygons`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.oval`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patch`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patches`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.plus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quad`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quadratic`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ray`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.rect`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.segment`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.step`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.text`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.varea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.vbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.y`\n",
      "    \n",
      "    There is a scatter function that can be parameterized by marker type:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.scatter`\n",
      "    \n",
      "    There are also specialized methods for stacking bars:\n",
      "    \n",
      "    * bars: :func:`~bokeh.plotting.figure.Figure.hbar_stack`, :func:`~bokeh.plotting.figure.Figure.vbar_stack`\n",
      "    * lines: :func:`~bokeh.plotting.figure.Figure.hline_stack`, :func:`~bokeh.plotting.figure.Figure.vline_stack`\n",
      "    * areas: :func:`~bokeh.plotting.figure.Figure.harea_stack`, :func:`~bokeh.plotting.figure.Figure.varea_stack`\n",
      "    \n",
      "    As well as one specialized method for making simple hexbin plots:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.hexbin`\n",
      "    \n",
      "    In addition to all the ``Figure`` property attributes, the following\n",
      "    options are also accepted:\n",
      "    \n",
      "    .. bokeh-options:: FigureOptions\n",
      "        :module: bokeh.plotting.figure\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(figure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method arc in module bokeh.plotting.figure:\n",
      "\n",
      "arc(x, y, radius, start_angle, end_angle, direction='anticlock', *, end_angle_units='rad', line_alpha=1.0, line_cap='butt', line_color='black', line_dash=[], line_dash_offset=0, line_join='bevel', line_width=1, name=None, radius_units='data', start_angle_units='rad', tags=[], **kwargs) method of bokeh.plotting.figure.Figure instance\n",
      "    Configure and add :class:`~bokeh.models.glyphs.Arc` glyphs to this Figure.\n",
      "    \n",
      "    Args:\n",
      "        x (:class:`~bokeh.core.properties.NumberSpec` ):\n",
      "            The x-coordinates of the center of the arcs.\n",
      "    \n",
      "        y (:class:`~bokeh.core.properties.NumberSpec` ):\n",
      "            The y-coordinates of the center of the arcs.\n",
      "    \n",
      "        radius (:class:`~bokeh.core.properties.DistanceSpec` ):\n",
      "            Radius of the arc.\n",
      "    \n",
      "        start_angle (:class:`~bokeh.core.properties.AngleSpec` ):\n",
      "            The angles to start the arcs, as measured from the horizontal.\n",
      "    \n",
      "        end_angle (:class:`~bokeh.core.properties.AngleSpec` ):\n",
      "            The angles to end the arcs, as measured from the horizontal.\n",
      "    \n",
      "        direction (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.Direction`  ), optional):\n",
      "            Which direction to stroke between the start and end angles.\n",
      "    \n",
      "            (default: anticlock)\n",
      "    \n",
      "    \n",
      "    Keyword args:\n",
      "        end_angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  ), optional):\n",
      "    \n",
      "            (default: rad)\n",
      "    \n",
      "        line_alpha (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The line alpha values for the arcs.\n",
      "    \n",
      "            (default: 1.0)\n",
      "    \n",
      "        line_cap (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineCap`  ), optional):\n",
      "            The line cap values for the arcs.\n",
      "    \n",
      "            (default: butt)\n",
      "    \n",
      "        line_color (:class:`~bokeh.core.properties.ColorSpec` , optional):\n",
      "            The line color values for the arcs.\n",
      "    \n",
      "            (default: black)\n",
      "    \n",
      "        line_dash (:class:`~bokeh.core.properties.DashPattern` ):\n",
      "            The line dash values for the arcs.\n",
      "    \n",
      "            (default: [])\n",
      "    \n",
      "        line_dash_offset (:class:`~bokeh.core.properties.Int` ):\n",
      "            The line dash offset values for the arcs.\n",
      "    \n",
      "            (default: 0)\n",
      "    \n",
      "        line_join (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineJoin`  ), optional):\n",
      "            The line join values for the arcs.\n",
      "    \n",
      "            (default: bevel)\n",
      "    \n",
      "        line_width (:class:`~bokeh.core.properties.NumberSpec` , optional):\n",
      "            The line width values for the arcs.\n",
      "    \n",
      "            (default: 1)\n",
      "    \n",
      "        name (:class:`~bokeh.core.properties.String` ):\n",
      "            An arbitrary, user-supplied name for this model.\n",
      "        \n",
      "            This name can be useful when querying the document to retrieve specific\n",
      "            Bokeh models.\n",
      "        \n",
      "            .. code:: python\n",
      "        \n",
      "                >>> plot.circle([1,2,3], [4,5,6], name=\"temp\")\n",
      "                >>> plot.select(name=\"temp\")\n",
      "                [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]\n",
      "        \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any names\n",
      "                that are provided, nor is the name used directly by Bokeh for any\n",
      "                reason.\n",
      "    \n",
      "        radius_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.SpatialUnits`  ), optional):\n",
      "    \n",
      "            (default: data)\n",
      "    \n",
      "        start_angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  ), optional):\n",
      "    \n",
      "            (default: rad)\n",
      "    \n",
      "        tags (:class:`~bokeh.core.properties.List` ( :class:`~bokeh.core.properties.Any`  )):\n",
      "            An optional list of arbitrary, user-supplied values to attach to this\n",
      "            model.\n",
      "        \n",
      "            This data can be useful when querying the document to retrieve specific\n",
      "            Bokeh models:\n",
      "        \n",
      "            .. code:: python\n",
      "        \n",
      "                >>> r = plot.circle([1,2,3], [4,5,6])\n",
      "                >>> r.tags = [\"foo\", 10]\n",
      "                >>> plot.select(tags=['foo', 10])\n",
      "                [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]\n",
      "        \n",
      "            Or simply a convenient way to attach any necessary metadata to a model\n",
      "            that can be accessed by ``CustomJS`` callbacks, etc.\n",
      "        \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any tags\n",
      "                that are provided, nor are the tags used directly by Bokeh for any\n",
      "                reason.\n",
      "    \n",
      "            (default: [])\n",
      "    \n",
      "    \n",
      "    \n",
      "    Other Parameters:\n",
      "        alpha (float, optional) :\n",
      "            An alias to set all alpha keyword arguments at once. (default: None)\n",
      "    \n",
      "            Alpha values must be between 0 (fully transparent) and 1 (fully opaque).\n",
      "    \n",
      "            Any explicitly set values for ``line_alpha``, etc. will override this\n",
      "            setting.\n",
      "    \n",
      "        color (Color, optional) :\n",
      "            An alias to set all color keyword arguments at once. (default: None)\n",
      "    \n",
      "            Acceptable values for colors are described in the `Specifying Colors`_\n",
      "            section of the User's Guide.\n",
      "    \n",
      "            Any explicitly set values for ``line_color``, etc. will override this\n",
      "            setting.\n",
      "    \n",
      "            .. _Specifying Colors: https://docs.bokeh.org/en/latest/docs/user_guide/styling.html#specifying-colors\n",
      "    \n",
      "        legend_field (str, optional) :\n",
      "            Specify that the glyph should produce multiple legend entried by\n",
      "            `Grouping in the Browser`_. The value of this parameter is the name of a\n",
      "            column in the data source that should be used or the grouping.\n",
      "    \n",
      "            The grouping is performed *in JavaScript*, at the time time the Bokeh\n",
      "            content is rendered in the browser. If the data is subsequently updated,\n",
      "            the legend will automatically re-group.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Grouping in the Browser: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#automatic-grouping-browser\n",
      "    \n",
      "        legend_group (str, optional) :\n",
      "            Specify that the glyph should produce multiple legend entried by\n",
      "            `Grouping in Python`_. The value of this parameter is the name of a\n",
      "            column in the data source that should be used or the grouping.\n",
      "    \n",
      "            The grouping is performed in Python, before the Bokeh output is sent to\n",
      "            a browser. If the date is subsequently updated, the legend will *not*\n",
      "            automatically re-group.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Grouping in Python: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#automatic-grouping-python\n",
      "    \n",
      "        legend_label (str, optional) :\n",
      "            Specify that the glyph should produce a single `Basic Legend Label`_ in\n",
      "            the legend. The legend entry is labeled with exactly the text supplied\n",
      "            here.\n",
      "    \n",
      "            .. note::\n",
      "                Only one of ``legend_field``, ``legend_group``, or ``legend_label``\n",
      "                should be supplied\n",
      "    \n",
      "            .. _Basic Legend Label: https://docs.bokeh.org/en/latest/docs/user_guide/annotations.html#basic-legend-label\n",
      "    \n",
      "        muted (bool, optionall) :\n",
      "            Whether the glyph should be rendered as muted (default: False)\n",
      "    \n",
      "            For this to be useful, an ``muted_glyph`` must be configured on the\n",
      "            returned ``GlyphRender``. This can be done by explicitly creating a\n",
      "            ``Glyph`` to use, or more simply by passing e.g. ``muted_color``, etc.\n",
      "            to this glyph function.\n",
      "    \n",
      "        name (str, optional) :\n",
      "            An optional user-supplied name to attach to the renderer (default: None)\n",
      "    \n",
      "            Bokeh does not use this value in any way, but it may be useful for\n",
      "            searching a Bokeh document to find a specific model.\n",
      "    \n",
      "        source (ColumnDataSource, optional) :\n",
      "            A user-supplied data source. (defatult: None)\n",
      "    \n",
      "            If not supplied, Bokeh will automatically construct an internal\n",
      "            ``ColumnDataSource`` with default column names from the coordinates and\n",
      "            other arguments that were passed-in as literal list or array values.\n",
      "    \n",
      "            If supplied, Bokeh will use the supplied data source to drive the glyph.\n",
      "            In this case, literal list or arrays may not be used for coordinates or\n",
      "            other arguments. Only singular fixed valued (e.g. ``x=10``) or column\n",
      "            names in the data souce (e.g. ``x=\"time\"``) are permitted.\n",
      "    \n",
      "        view (CDSView, optional) :\n",
      "            A view for filtering the data source. (default: None)\n",
      "    \n",
      "        visible (bool, optional) :\n",
      "            Whether the glyph should be rendered. (default: True)\n",
      "    \n",
      "        x_range_name (str, optional) :\n",
      "            The name of an extra range to use for mapping x-coordinates.\n",
      "            (default: None)\n",
      "    \n",
      "            If not supplied, then the default ``y_range`` of the plot will be used\n",
      "            for coordinate mapping.\n",
      "    \n",
      "        y_range_name (str, optional) :\n",
      "            The name of an extra range to use for mapping y-coordinates.\n",
      "            (default: None)\n",
      "    \n",
      "            If not supplied, then the default ``y_range`` of the plot will be used\n",
      "            for coordinate mapping.\n",
      "    \n",
      "        level (RenderLevel, optional) :\n",
      "            Specify the render level order for this glyph.\n",
      "    \n",
      "    \n",
      "    \n",
      "    It is also possible to set the color and alpha parameters of extra glyphs for\n",
      "    selection, nonselection, hover, or muted. To do so, add the relevane prefix to\n",
      "    any visual parameter. For example, pass ``nonselection_alpha`` to set the line\n",
      "    and fill alpha for nonselect, or ``hover_fill_alpha`` to set the fill alpha for\n",
      "    hover. See the `Glyphs`_ section od the User's Guide for full details.\n",
      "    \n",
      "    .. _Glyphs: https://docs.bokeh.org/en/latest/docs/user_guide/styling.html#glyphs\n",
      "    \n",
      "    Returns:\n",
      "        :class:`~bokeh.models.renderers.GlyphRenderer`\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(p.arc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method scatter in module bokeh.plotting.figure:\n",
      "\n",
      "scatter(*args, **kwargs) method of bokeh.plotting.figure.Figure instance\n",
      "    Creates a scatter plot of the given x and y items.\n",
      "    \n",
      "    Args:\n",
      "        x (str or seq[float]) : values or field names of center x coordinates\n",
      "    \n",
      "        y (str or seq[float]) : values or field names of center y coordinates\n",
      "    \n",
      "        size (str or list[float]) : values or field names of sizes in screen units\n",
      "    \n",
      "        marker (str, or list[str]): values or field names of marker types\n",
      "    \n",
      "        color (color value, optional): shorthand to set both fill and line color\n",
      "    \n",
      "        source (:class:`~bokeh.models.sources.ColumnDataSource`) : a user-supplied data source.\n",
      "            An attempt will be made to convert the object to :class:`~bokeh.models.sources.ColumnDataSource`\n",
      "            if needed. If none is supplied, one is created for the user automatically.\n",
      "    \n",
      "        **kwargs: :ref:`userguide_styling_line_properties` and :ref:`userguide_styling_fill_properties`\n",
      "    \n",
      "    Examples:\n",
      "    \n",
      "        >>> p.scatter([1,2,3],[4,5,6], marker=\"square\", fill_color=\"red\")\n",
      "        >>> p.scatter(\"data1\", \"data2\", marker=\"mtype\", source=data_source, ...)\n",
      "    \n",
      "    .. note::\n",
      "        When passing ``marker=\"circle\"`` it is also possible to supply a\n",
      "        ``radius`` value in data-space units. When configuring marker type\n",
      "        from a data source column, *all* markers including circles may only\n",
      "        be configured with ``size`` in screen units.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(p.scatter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1413\"},{\"id\":\"1414\"},{\"id\":\"1415\"},{\"id\":\"1416\"},{\"id\":\"1417\"},{\"id\":\"1418\"}]},\"id\":\"1420\",\"type\":\"Toolbar\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1615\"},\"selection_policy\":{\"id\":\"1616\"}},\"id\":\"1503\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1249\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1406\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1253\"},\"ticker\":null},\"id\":\"1256\",\"type\":\"Grid\"},{\"attributes\":{\"children\":[[{\"id\":\"1204\"},0,0],[{\"id\":\"1242\"},0,1],[{\"id\":\"1280\"},0,2],[{\"id\":\"1318\"},0,3],[{\"id\":\"1356\"},1,0],[{\"id\":\"1394\"},1,1],[{\"id\":\"1432\"},1,2],[{\"id\":\"1470\"},1,3],[{\"id\":\"1508\"},2,0]]},\"id\":\"1627\",\"type\":\"GridBox\"}],\"root_ids\":[\"1630\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"c3e5b57c-6d68-4d93-905e-20f31e47c99f\",\"root_ids\":[\"1630\"],\"roots\":{\"1630\":\"60fbbd6a-fe0b-45d2-b9d1-bf6de3ecb8dc\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1630"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 几种图形\n",
    "\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2, 2, N)\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "#画布列表\n",
    "figures = []\n",
    "# 1. 环状楔\n",
    "p = figure(title=\"annular_wedge\")\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "# 2. 环状\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20,  color=\"#7FC97F\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 3.\n",
    "p = figure(title=\"arc\")\n",
    "p.arc(x, y,20, 0.6, 4.1,radius_units = \"screen\" , color=\"#BEAED4\",line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "# 4. bezier\n",
    "p = figure(title= \"bezier\")\n",
    "p.bezier(x, y, x+0.2, y, x+0.1, y+0.1,x-0.1, y-0.1,color=\"#8073AC\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 5.circle\n",
    "p = figure(title=\"circle\")\n",
    "p.circle(x, y, radius=0.1, color=\"#3288BD\")\n",
    "figures.append(p)\n",
    "\n",
    "# 6.line\n",
    "p = figure(title=\"line\")\n",
    "p.line(x, y, color= \"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 7.multi_line\n",
    "p = figure(title= \"multi_line\")\n",
    "p.multi_line([xpts+xx for xx in x],[ypts+yy for yy in y], color=\"#8073AC\",line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 8.oval\n",
    "p = figure(title=\"oval\")\n",
    "p.oval(x,y,15,25, angle=-0.7, color=\"#1D91C0\",width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 9. patch\n",
    "p = figure(title=\"patch\" )\n",
    "p.patch(x,y,color=\"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 网格展示\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 鸢尾花的品种及分类标记\n",
    "· 鸢尾花的机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "  var render_items = [{\"docid\":\"c7bb801b-e9c0-4282-a55c-d68c94060753\",\"root_ids\":[\"3036\"],\"roots\":{\"3036\":\"bdc71968-8343-42d5-8db2-30aef0ae1d39\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3036"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.sampledata.iris import flowers  ###鸢尾花的机器模型（可直接使用）\n",
    "from bokeh.transform import factor_cmap,factor_mark# 鸢尾花品种及分类标记\n",
    "SPECIES = ['setosa','versicolor','virginica']\n",
    "MARKERS = ['hex','circle_x','triangle']\n",
    "# 画布\n",
    "p = figure(title = \"Iris Morphology\",background_fill_color=\"#fafafa\")\n",
    "# 绘图\n",
    "p.scatter(\"petal_length\",\"sepal_width\",source=flowers,legend= \"species\",fill_alpha=0.4,size=12,\n",
    "         marker=factor_mark('species',MARKERS,SPECIES),\n",
    "         color=factor_cmap('species','Category10_3',SPECIES))\n",
    "\n",
    "# 其他\n",
    "p.xaxis.axis_label = 'Petal Length'\n",
    "p.yaxis.axis_label = 'Petal Length'\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 示例2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"bc726833-c7cd-4022-9d27-bee2d4b4fd5f\" data-root-id=\"3320\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"3613\"},\"selection_policy\":{\"id\":\"3614\"}},\"id\":\"3364\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3338\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"3605\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3340\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"3339\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3344\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3349\"}},\"id\":\"3341\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3342\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null},\"id\":\"3343\",\"type\":\"TapTool\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"3350\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"3351\"}},\"id\":\"3346\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3337\"},{\"id\":\"3338\"},{\"id\":\"3339\"},{\"id\":\"3340\"},{\"id\":\"3341\"},{\"id\":\"3342\"},{\"id\":\"3343\"},{\"id\":\"3344\"},{\"id\":\"3345\"},{\"id\":\"3346\"},{\"id\":\"3347\"}]},\"id\":\"3352\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"3613\",\"type\":\"Selection\"}],\"root_ids\":[\"3320\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"97dc9616-7efe-413f-a222-b68077a11ae0\",\"root_ids\":[\"3320\"],\"roots\":{\"3320\":\"bc726833-c7cd-4022-9d27-bee2d4b4fd5f\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"3894\"},\"selection_policy\":{\"id\":\"3895\"}},\"id\":\"3413\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3387\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"3389\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"3413\"}},\"id\":\"3417\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3388\",\"type\":\"PanTool\"},{\"attributes\":{\"data_source\":{\"id\":\"3413\"},\"glyph\":{\"id\":\"3414\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3415\"},\"selection_glyph\":null,\"view\":{\"id\":\"3417\"}},\"id\":\"3416\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3393\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3398\"}},\"id\":\"3390\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3391\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"3886\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"3392\",\"type\":\"TapTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3400\"}},\"id\":\"3395\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3399\"}},\"id\":\"3396\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"3888\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"3399\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3386\"},{\"id\":\"3387\"},{\"id\":\"3388\"},{\"id\":\"3389\"},{\"id\":\"3390\"},{\"id\":\"3391\"},{\"id\":\"3392\"},{\"id\":\"3393\"},{\"id\":\"3394\"},{\"id\":\"3395\"},{\"id\":\"3396\"}]},\"id\":\"3401\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3414\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"3400\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"3370\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3894\",\"type\":\"Selection\"},{\"attributes\":{\"text\":\"\"},\"id\":\"3884\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"3888\"},\"ticker\":{\"id\":\"3379\"}},\"id\":\"3378\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3374\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3895\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3372\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3397\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3376\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"3386\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"3379\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3398\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"3378\"},\"ticker\":null},\"id\":\"3381\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"3886\"},\"ticker\":{\"id\":\"3383\"}},\"id\":\"3382\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"3369\"]},\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"60b1205c-6cce-4fdd-9768-740eb3728f94\",\"root_ids\":[\"3369\"],\"roots\":{\"3369\":\"60904d11-f950-4665-8245-8fa1a140a73c\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3369"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c6401e60-bfe5-40ff-a3be-ed9f0843ff8e\" data-root-id=\"3997\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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TP5j3PNt7i8o/LgtvCfgY8D9J/vbVvDHxP54/ZB5Cj/c/a2l4DpYp8z8pni1bSUnkP5mSuvXSK9w/yDc2mEcC4T9z67nnf+vyP5SS403hWvI/YO+dHRlBpj/f7E54KrD0PyIr1bjGP/A/OCuXn9ocoT+vwtK6gujzP1nbdO62e+c/xBycdGkI3j85VmDpff3tP5EyvL1pZ9U/LDkuNogC3j/WqGRUudbDPwKexHW3KPQ/iP+0YszxsT/7b6dU8E7dP3S04hODy9w/bBb5eGie2T8hIEI+N97TP3duxIfB9us/8rfSFQ/n1j8XeqFeQ6bbP0PLi0aePdY/b3g545qz8j9HWTERE0zePxOwvgwnkNE/Gq2BJ8jA2D+6BoDNDJXMP2vZtySzs/Y//JdBzgLFtT97QTEbnab0P1gO9Kd7ktY/2uJyBb3X4D8QkujgGZftP0/lOESAL+0/fzcSzuLp9j/G4wHlydv1P6ylJ15AqvU/4qYmxx0d4z81gvJ3UUHoP27P/976Yd0/qp4IZgKb8T/JDHkcfi7VPxceUudPYus/9olsL9C26D/wU6kDGyPWPxJ6inFcGcQ/E8ZnIZFa9j8ldSpnd3PcP0o32+YcNO4/WT9DX7UF3D+Mqlcacn7iP1lUDlURWvU/oIJXY6ujhT+A4Rra4NByP9AG8JlSFuY/g9YNJhY11T/uiGnFP+T1PziYewjCwMM/fi7OU1WC8z/PGbYXNfbRP1IFjfgZyPM/xG5Xw+4e4j/iTPgnCbDsP1pT1cO+Feo/lAsuPu6Y8z+W3ApFIrf0PyI6rsyZTug/jFV49k6T9j9rmMIolWj2P+bfqFRdZfc/FHBwZMYP0z/coBZCGETyPz134IfdXfA/aq6293W/6D/QjN6uzBfxPxgzoipEnO0/oEL2CRf4jD+CT1qgE/XrP+ZJLHu44Pc/3etngXBl0T8ikcNAZgfUP0DmIw3S0fU/TmF5mNEZ2j9J91aaouXxP7c6EtJX19s/JGl0ZyVG8T8wuEFQcX7RP3gRtgqR88g/I/hiWfCA4T+bM59d7yfhP9z8YlMJdfU/vRJeAg+Z6D8xGfIPwJLyPz7w8usXO/Y/V2GrzCfB8j9/CDSHTGDWP+YA0mx3JPc/8fSnxBrd8T8QzFtHr1f3P7549hFIlvI/2C/OMo/D4T+8gTfKTb63P2+W7887nfA/+qFgAtxl1j9EaA2MsHC6P/xx82uH8/Y/oIiT7Vry6D+aknLcwuDzP4CIlJ9Xq50/4HToExgi1D9O/RpuKOjBP0pByvjopu8/nfKa5spv9D/wfH2Foi3EP+5QV+Sk5PI/Tdk+xzCt9z/WZHekLMvrP8JERh+H9eU/m2ueQD8K8D/aYDkesqb1P7V5hxoxpvA/GDMvnfv8wz+4s20l5k7xP8SKCQbu1bA/Zyh+6X7O9j9Eccry5JTTP5woJTdmIcU/IME0A00R6j+A8PQuQu1hP7qfcicN9eo/v5tkfCLz4T+4Da1+F773PzyOGITJmdo/+jyMnyMnwD/IU/2u9dHhP7+6coewr9k/jhRUoLk75z8VhlnK8Nb1P1Y1YyOJpdA/vAvBcPts6z/+FBLHfv/rPzC6Gq/4Ca8/8hRK34gl1T+mDlavhsvUP0CMNL3Gt5c/395ts0IO0j/8qlCtwYXcP6OsWOd+8/U/Qr/g/LZj9j8PIcIGIJ/2P75qzyytE/M/yBwxyjVTuD/EcLITsQDNP1511KC8jfM/nLQui7Xouj8iaGGKjObTP66ndYTIFfU/UUjHwCAh3j/18qsbHzzvP8DlFCuNtcA/1CRW3pISyz9DoRwumh/0PwRzQPRIIsM/eP14Sk1b9j/WsRbS0Vr3P1cIhDl6vvM/vty3u8ulxj+SiziWPbPDP0mKzrFbVdA/AAghqj1OkD8Z4l685xL2P+YPf/bjRfc/MkxypRh/9D9bBWv9/tzyP/kAdD/anu4/kh2DVV4N1T9Y8enEPd3PP0T1DlvKdeM/pkoMwk446j8wPxZfaL28P+gVV8cFZ8Y//42/UDfB7j+Y8YF6xJXxPybEb49zCfQ/C1taYP/R9z8yBzBbhO7jPyiKh8uYssg/ymZco4HB4T8jXkFqAkfzP4758CWogMo/ANAsqZBWwj/VBU5iXmzWP042VQ74gfc/YgVWwaeA5j+8pDklJF3sP41nm1At6/E/GLuTC2JorT/YkL6Tgl22P8pqTlr0zfA/WArEGP109j+IzaewWZSyP8ZlK98+MPE/YXc/BueE5T9mo6BLn4DiP2oxjgOynuU/xAAlM09CtT8B+xx4vP3zP8rMiWXzt+A/MrJ9QMpi7j9BdBZg9Kf1P5Y1OxdwOdo/+MftiRqtvj8kpNr6nguyPy5KesyNR+g/3laQAvcM9T98QM/vpR3wP96PNRvJe9o/XF73Q6pqzz+BO2r5MBHxP7IOOdwYscc/BV20/FgB1z+Y3wTlWySlPzo1LD+6gck/9EiA73rd5z8w3ds6//GkP4X9BwkcEOY/fg0s5j/L5T9uTOdZtbHSP2pgJSttf+k/ToUAk2Qo5j/Ge7RaFavnP1OVE7VMsuk/oJQ6Apd28D8vNusjYZLsP3BFGX5ZUq8/gp3Owu3C9z8lSCToFpbeP3Qsu8iEwMQ/VPuRFIGj7j+brHyI2RPkPxMAx9UBqe0/eilj1G+c8z98B65CIXGxP6TpdQFZC/E/l2ffsIKA9T+6fT/+1MDpP0Sd87iTN+8/1ElZ/RwC4z9eHsDh02nJPzqEwepMy+I//9SPrg6D8T9C+rvh2ZT1P4ROFJECSuw/lOfw86JFwT8sTYdBA6jlP3CKP5R+9/Q/TLaUj/Xkwz94gKW0uqa4PzFY6EFpQeo/4EKE3hsFgT8fwqUHV5fxP6LbSrkU7PU/GFEvFn9itT+cydu0keD3P/P0norag9o/AL+DYF4g4j9Xd/sk8MLrP34qpYMviO8/8E3szIBc3D80r5nMYM7wP6p8JTavdvI/eKWtfN8czD/vvT+G7ojbP+zkIoq0C8M/fAObfzQX8j83nWHPcdzYPySSOshpWPI/IDeAQktC6D9RRaadmdvxP8w9tBvJ4fQ/JoT5BrTC4T+EDRt0Y5K2P70MGu7r4eQ/UPjZgDer0z9xtK1SOZXnP6Ca1M56A+Q/Kv+5nxCl8D8e4tnpb5/qP9AV59OZrKU/wiuAG7Sg2z9A2O7QbTv3P8WJND28V+w/kpIUnukG8z/FMmdbDz7zP7QBQOvk2LU/4Tcwl1Wn4z99oBOzrmrdP1ga50c0M/Q/5AIRo7ZF7j/6biLPHCXwP4tjiL0L6vE/hvuM7LkY8z/aCSA26+rDP473AhGjC+U/9jDxSLGx6z8V6jXvO8jZP3yo56naauQ/6SXqwzzo8j9xQ0VmWlbcP1aOpfRc0OI/PgIBhgHR9j932o/fxirxP6U+QdJhctY/qYlMZqJj5z+nipmsQGLoPyBa/5A05+U/POkRkvd18D8vsmk6vvvUP3GAgkTBI/M/ACZvWv/+Sj9lXLjbL+DuP9iFoM7tJOg/mcS8wgEj7z8weHq/jETAP8UWOsNcBd8//ONi6W+l8T9MquNEBvTGP2RwWMrXNLE/XubPyFIawD+iysQ97f3BP+5NyMMGpfQ/jpwMWtsO5j9SZVbG1xP3P+5b+IpqwOM/kTpK0R3P9D9LgnUcey/dP4BPAJotJuU/r60G8Nn50T/s5wCDjtrlP2z5pOC1zMk/Fpmsih/+0z/3OuOLTfzwP5bMpYa///Y/lmbje6EC7D9q+Rob5rnhP0KzYAPtg/M/LFg2KH480T9aQbie4vjnP9AEI/8M1do/RHh+rxSYyj/w1f0aUxDiP2kG6k0Wh/Y/SK2oV6P49D8IJgQtcwD0P8FlPA3Ydeo/trmqqktj9T9GAVSQ7h7yP2I6yLNIU94/+TYR5zu17z9oBXoiFd7lP4bZBJ800+A/F2Aq1pma6j/zxo99gCXkP2/03wpqANQ/HxlXJPr+4D/Z3DF2ICbwP2pXCt20vfY/lInH0/Ae5T+ANeAJho3iP9J/jdLcTtA/dEA2d7XAuD+A3kh5TCZyP7IWa4+PJeE/04CPwhWm2T/6+i3tfuLxPyXL9kTheuo/Aw/MlHjg7j8sgCiBhnTwP+wDGAn/f7s/ilgih9ST7z8Epp0z26a3Pwyvw1Cmxr0/MNMRBIk3nT86y81xn4DQP1VTasKDFOo/lpqtc76J4z9swR2p0FPyP059uSoI2dE/US6DOBM/8D+WjZ0M6uzvP3TrI7LB0uQ/xHNn+Zh/vj9NVtHhMdD3PyLpjofg0sU/IKymFeYkuD90kOVGSSLzP/49BSXDbd0/lOx09ys78z/02JYV7fLpP4KwxTMVBsY/+PTQgl709D/CEpGcddzoPxBNXuhfyNU/UbEV+97f5T8oAWUyOLriP1Cus8ATSbg/C7uGVNUo5T/0ewjqUWvkPw4aEB9QAe8/RjpQxJsz4z9HN0BcI+/RP9DqBOt7E/Y/hCs80xNq7j93UNF1l/TvP76gn58wfvU/0g66xCDB6D+aZV8XxWXmP7IO/qYVdek/bmv/9/Hj8j+wDyg0qT/fPxM0947ce+k/WnkMB1qB9T/sYLJcY5HhP2JLkdRGBO8/Si4EGKA18z/83EPBOFLxP089zUQeofQ/C6++gZKp0T9sQc2Dvty3PwpHYLHZBdg/XTBdQBA33j/+bjviZ47zP5aMJirFhu4/9Mvs1J5K0z9Wem0wVbfxP6d0kBtffvE/ibk2Mo4c4z+NhNR4mFftP5F/Gcp0q/E/PtI/353mxT9rP/gfzzDZPxJ532qIR8I/AmGKzuoo6z+ijY7zfj3pP0Y46znzIvE/91XrlLfF8j+gbKshdTviP4f2pvHjtvM/AgNlXGYu8z+o6Vo6qXfYP4p55Pd3qO0/PEZ0/Ef59z+GDLsnKQvwP7jZzrzCQOI/ZbK+IG1j9T/y5o5Xw0DvP6EiRnJX2vA/pOA/h6XC5j9kpiTo+G3YP6ywWYXljvc/qKvLisfW4z/gFjQpysPsP7555XK09ec/L6coW7Y50D80PaHn4c7FPwTLsQ0WxtM/pFVcpQJF7j/CtWQyF2fjP9mcyV8iaPc/9DqG3KZ67T8AQ+nSFJ3nPzQNI7v93Pc/mW0TeEZj1T+AvkezH6PYP8otA0UB/vA/lIgR7Zqt6D+hfeQ5IC3VP3rbb+MJi98/tNY/z01Z4j90wOXXo6e2P44ToHIG1vc/2PtFSWYz9z+khe+FMQ3JP0DTlyWRhaU/NO5Czg9E4D/aYyNkjOPeP1Zi/qBiLvQ/mPzdRu75sj/DzgLmAZDyP+L4BwVi1vU/cV5WTdQ/8T/4DfQCAp3LP8MmFP0PJ/E/Gesmw57I4D+1+g7BqlrxPzWoFlEw0Pc/rsr/vKo76D9YFsJqFJHJP7bkKc9QYdo/JIkqF0B35j/SNOzl0RrwPycng0jvGd8/TnUVgLGczz8J5pLxKj3iP+CR74iOv+E/srD+aASn6j/zi9O+Qjn3P4bU8m8VaOA/eyXifNY38D8YlQV2/BzwP4ZIj+vUo8Y/YGTFJhag3T/ehjhz0WzxP+yhRPiy9ug/hXEkfoQy5j8udDGosnPYP0+iimOoJuU/O0pGhzI38D+wQ6WopKvhP7PkT/rKiuk/wLxrIhx29z/kgNEJSYPyP/D4FK1Xn/Q/eTfIz6Q+8z/CA9rssMvwP11C6rnlCNk/EIaJKEUVvj+KT0aeDIflPxmsuZte3tQ/4LOwQ1gimz+C8M+XtvDwPzzlpmK9fNA/OpcTg6LW6z+idTjW8TrhPwRyuhtiJeM/2q/SvGiK8D8h1qcdfr7lP0cWIHbxSfA/ylTtm3c57j8Atiwyht9IPwrDhugO+uk/LKE21fB/8T/qSTz03YnbPyWob7ZDo/I/I+MpqTWd1z/ZxLbkocjQP3yJ3I1PI+s/Jhi01FM3xD/IULIxtlzuP5Dht/KeMNE/Vua3vg6f5z/YMcCqo37sP0Cpn/WXMMY/9gw0/vqPzj+ORYmA7BDmP3iZPOHvLPI/iJrHNzEq9z970/vYCLPyP5c6ER8tA98/fGDctk+y6z+6bj1wzOvpP8yWVpdIvNM/cBEc8Addsz8uOoX5ca3RPyZvU3/v5ts/I38i2/kJ5z+YLxJ/Y1PgP4Bn/3P0Ar0/k5P8Gtuz1z9wpIzOd83HP1+edK3NduE/MfkRdHIL8D80ehF6G7f3Px+1W/1UdtA/6gbJZ+1+7z85NsgUFpTYPxIoDL3MX9U/Z5NUmXMr6D8KCgela8XBP5tFVLzf89w/i99/UJw15z+TjWB4RTrwP9WYXRxBiPY/6LaYQlo74D+MwtpJjIfrP06SeoCVQO4/+HuMJVPrrD9KydrUIzXlPwk+N3gcaNg/FPYIpJn67j/EzuZnb77iP7CBhGMHxvc/IOlsB2uD6T+/zO9xKjnoP7pN4xuC2Ow/HEAQzEVy9T82e4+BGEPwPwmyCFsxmfc/V/dNLxkc6j9hrM4EEnfUPzTXUKJ8Fuc/7B/APPuC8z8ROuMbo3btP6Ijva2fU8g/5qj2DbSA9D+yr2SG5sbnP8q4nbqZq+g/IhTwUqwo2D8YiKIoYd+xP3Dggo2p0PY/0UaBzcLc0T/6d/8/CBHlP/wOVzicwfU/NC47Axw98z86xBM5qa/xP+yoNbcdjec/xZ9rPBwO1z8othY/N9H2PxAf5pyzBd8/kW/ZinHF8z/w0FfsYOjBP4BIPPpYt+g/0vJAMsID9T+AhMsiJqlpP7NRYN/MyvQ/0E9Brfcf9T/knYbow7bgPxXHdm0uVdw/OvzQbe4j6T+QDroPLUjmPySeo87AgLo/wMOH+kCA9j/4534uSUKhP8+83aqdVtU/qiTf4M2+7T8eVdSy49jbPxkn58EQQtU/mCYuPkY41D8wPoJMeo3bPzaKK0337u4/MhpwAd0W8z+VVpxjQO3zPwCNtB2j418/su1U5Njjzj+MoqrhT3DrP1Jb9hTEfvA/woj3OSLi0j8QebNWMLC2P3J0mKelQ+4/5C0i6B+G9z8UyjHR+e7aP2Vh1QVUnds/AIsejd9Ndz8aXFVEkG7uP7FySc4nvds/WD+8Y66w0D/ikWELRBrsP7ZN4cv9u+E/mlOEdUVK5D/4gRhPjRykPyica7CvS+k/lK9JK+9W9z/Qk8UmaEXnP0ljpoTZC/E/LMRTg1Id4T8wIAYnRMPxPwNl6OOM+O4/eIfC/OOCxj+iILxq7MnHP3Ho0KKW9+w/ToDLCYGj8z+zL0AsA4TnP60svGolf+s/iIjgcne76T/igV0wQWbjP/5qknVkhOI/uJWsRVuztD86qrO+fwPpPwqBIAEbHeY/40wlhyQa0j94sa7KBRXuP4ThZIt6DN0/OHxS+q307z+AZWSmluODP4VPGCyvIOo/EA6VQ54N9j9D0joEN870P8ymOYw0pPc/pB3Yab6q7D/4JIRdShC5P6Fb0wyZi9w/pF6sI6O83j++v0wvohXwP0WvJ466zd4/+GuFGmO6xD+h32JXc2T2P0D7wMYIG88/bHcFDVDE2T/6mGD9jkXQP86qidgbAcQ/+IufvL/EzD+6BLwagBvaP0iEVom4SO4/VFXZo2+U9D9hht+tR0LWPz4y4MxDLtY/4NDkiwkD9D+RpudNwiHuP36uCEA1WM4/JTJ/WqIs0j8wLpmk7rbyP4S6a4qcpbY/5NbAUotRwj+cb9cS2MDyP6ypfSVdI8o/+q5V3W/w8D8TyTEEbo7VP/mBbtEREfA/2mWXHFux5z9ox/hsUuGlPw/BwgGTBvA/rVQMvucV2D9UmdE3E5rkP/ijJY2JbKs/iu3HEowN4z82pHqZisbjPybm37KhqdI/f/fUvk5i9D+QF3kJh4vzP74BY5+6fuo/mQiDJnTq3D/m2mNG/pXiP1Z2y7hp18M/vOK7vOJItz/U6VIrg+70P1VoCYrVW+o/upktqE+Mwj8gWmbgdibyP+yL4IFSdOs/aAojjyQv9z/X0kVO4nzxPwIPstDsNM0/fBTdbtR1zj9LQ44tauz0P6/4LF5wc/A/9dj+hbtf4D+VQhv8HSfqPxphdZxOHPI/H/4Gi9na8D+eCVPv/EvxP7ZivaFf6vI/8rOA6KFo6j/XJDkvlDfuP0C8z9iLjpw/2jVR7jpu6j8W1JOE+e/fPxA0fglNvfU/IpvE0qqg9T9Yhf2V2cehPwQcF3F1PbE/Ggqsd2zf7T+qF3McqlzlP/kFHMtYvtc/psCdQ0kGyj/b+vMOb0XVPwtg1vWdgPQ/Yv1WKkmv9D8SlH3nFevyP+qJpam2VvE/ue/ez3Uk9j+Q5eYozozjP9MiqpdJ6PM/5x4cq1eP1T/0VUzk+2rtP+ChKMnOPfc/e1QpuopA9z8P6gk1lmjqP6D0wLhQ1+M/lhud6kGnxj/gG16yO2/wP+BdJ0yKluI/bWSW9wc78z/ND7VKip7yPwFsSLu7VtY/zIzH7+0Ezj+uupg69LP1P08kYLZpI/c/RP3zMN219z+ocvASh+fqP1hc+cuYXvI/QbXl21Oa1D/0r544t+XhP6jgtpfby/c/XD5qig+q6D+btK5TYHrlP2T64JZM0Ng/Di+kWNqR7D/zgZVsvNPgP9b69KtSjs8/94GlON+N9j+8ohvp6YS1P17CFVf4SeA/N2hD3r6S5z/eXmG0t/ntP6DBA+q1KJE/7194Yvki8z8JjXEIrpLoPx9s/wJJeus/2atzK/Xh7D8FSHONfKj2P5lyuJESL9Q/lt/lj4VQzT8iRC0IBL/2P9Kq55S4uPQ/Egm93Lx79D8m5cuQWbbYPzdVinem59A/0FMnDSN54D+c458FVsrqPz8T0z5bY+w/0OQ3QlsZmj+Oa/arEHPmP75MyPa0l/Q/oJ42EVJ77T8hH2BMRNzyP/LtjzIFaOA/T+3YjX+W5j+9hhJ/SHPhP8B+qCKP86I/5n1aayza7D8XisagUtDWP4AEgMqpMYY/gLez/w7Urz87X54cMXPeP4nSLtieAfE/9Rl8fY6h4j9sjCTCtAjyP8jMoco0Ra4/OowJIPO07j/cb7ARKj/kPxr5kfo5muM/0pwOPnnX4z+Rcal38FXtP0S8Ui4/iuo/EFpqLhpckT86W43pxP3kPxB4MkDC+eY/+lRHtFcZ6D+cuW1Ntmb1P0NkDG5yXd0/fgRM8ngf4z+u9XRUDaT3Pyp5f+s35eE/xgAEt30q5T+eUU95jWvwP/trqgYNYdM/vv3F6xrkyj9dMCAv25P3P1jf0rZPZ+w/TILbpl/X6T+vdjOjSBHyP1q009wo7fA/8JBQ4z6qtj9kMWS4yIvnP7d9jr7KpPE/cjiT9Lzs8D9iiovA65v0P6IWjsUrVM8/QPA/RvOr9T9CEVI19sP0P5BYwMx/17o/yV9hbgwN9T+Lstk53UnbPxR+plVB5sw/8bhNWqYV4D/5AZijcLrxPz5jAp2/HOs/ppoD+1zF8j/8U30LNlrkPzEVKV6oxOA/Fm9cTgfh5z/ItMaR55DiPzCokGBPceI/rpJk2oW8wD8a6RtFYwniP67w6cGWefA/eDdnYwdvvj82Y5szLkX3P4LAg4SRB+M/VnsuN2uQ5T9WJcYCdOPzP0zPn1LFf/I/PCFMDinwzD8ya6LiHHfTPyQ8a8UoM+o/3l+q1p5D6j8pYX7iOEffP84y9dP3lPc/RNI0vEIq6T/4vstLtgPzP4h3gBBbYPU/a6US7SSu4z8wNsyw28nfP5rG8Qvg4+4/+uvnYG0Exz+iLvkDrR7IP7hulJVBFes/cJO4mvmw8z+Kd8lMPtDrP5TNBjikfdw/FIEuDCaL9T9o88ONYW7lPzS+qe30dfY/MmuTU9l38T9yQSdIIBLsP15shLgTsM8/ZcZwBRHK8z/AZ4REzkmSP8oEFAbDIec/MM6s5M2NzT8r59h20xP3P57APGBvldQ/yjbvWpkR4D+wybv7NNLIP04QhXnHotE/SMqdlYJY2z9cgQKtifD3P8ixKg+G4vM/TBnRpisJ8D+ij8twKdTmPwjzwERqUt4/WboxPwQu5j+PiTmYFmHTP8BNNB/ouLI/MR+VYUI/0D92TXdLRWvjPzi0o0CMCeE/KUCnxDzY9T8WwA4BsUrFP+o21POakc0/vvDqEuiS9j8pv32B+0zxP8v7AJj26/I/SDaOhcKnoj9l4g0tSY7oP/D/YJabpeA/yz/yfVq89j/cA9Egr+3xP6L5ZQoZ3NY/ZlYMl3I77T+M4UjTDtXiP+IeY9fGF8k/XOb6ooWp0T88GgGVmDW+P47IDDylJPM/lix2ukRX9T/QAnkp6EjlP/xyPkRdEd4/IMXbmknjlj/F/F3kZDz2P8Sm3pN1k/U/ZMr2VLDx6D/+P58GBIXKPzad+kIgXsA//VZK0e+D8z+JBkyAEL/WP4cDba6oJtg/OkyJQdBY5D+vpeDsArzyP4YBz0uGFuI/7snJjZPp9D8bHjyQt2n2P7qSoXZZ2Os/HxCJ63Ms3D9WfdeT3if3Pzj9k0iVjO4/DvyPax/j8D/IYvai2l2+PxDWI8JQ5+s/afp0fSMc1j8ATxTO+dTtP7vhLJxge/Y/nF8yUb6O9D9BcRpbHF30Pyrj0VDOhOQ/PsgFROiQ1T9edf0/9dbgP9bBwnloN9A/Bc6aPIJq4T+kZyIL9QzWPxQ16aI3GuU/yHjFE6GmuT+Q8vn05uThP7jyc6S3o8Q/P3DOKgFM3z8KaIvUsSfYP9amX7ByR+I/nC2U7Zks4j/KfqbfZULzP6DnHBhXKqk/I0Y8MIlX9D+mEfxDRmnxPxRAQhcYzew//39bvY5J1z9E9EWnBI7RP8QUnkzWkOk/2hU8nbpV8D8ZYdQ8QR/UP7dcPjAD3+w/m9am34CL2T8U6bWJzzHjP+IMzWRTcO8/5R3eqcCK2j9ocbM4a1z3P1zxSedxd/M/fGgdLjsq8D8PXLHUDKzxP9OHeKeV9/Y/phCsqSO98z8DzZIOV0vjP3qfREnStPI/fKjOB9vB6D9wyAUdURmTPzEp5gos2vA/afRpgIjF9D+UJbcush7jP+yo41k6bLc/mjYLSXGX8T9uQkPhQoPhP3yZIj0S5fc/JAD9mdI95j+LX2oYUi3mP0CcPUPWdLU/ir+YrICh7j+uLphBW/L3PzqvUa7GtPE/7F6+Juv98z8kY1pwAqHJP0awk3fBxvY/ShMd3dN+5D8TcO7ryQfpPwP6zZceiu4/tN0pBHl50T9C1xyCAVviP3Msn2W6J+k/IGQsyHda4T8YF8n60iinP07AnqpZtuk/opG8AbOM8D8utHWGB/3zP+mx3Gmla9w/4jhIPiyb8T8fMkyldPHkPyhZRV02H9Q/Dnpj0CoZ4T8AjPWo6gTcPyvN3a1wefI/oI9RsCvqqz8mNUQa3M71P5TKzSDjxeI/TgQs4Iys2T/oDbjQAnjwP7LP1+UNvvc/ShAqvlN09D/GN09DtnDSPwQlQMOXMss/niPcgcRK7T9kkmtDUk7uPzWsoXzVM9I/nmxhRIQb9z91JxYURCr0P272KvDp4vU//2Z49o6G8z/Opbjafhf1P8h6kQKKgvU/1LO/0zVH4j+BcxBEzXT3P3xjVN1QkOY/xBJXEfAi8T9YhJQI6ov1P0QEXDmDoOo/cIuJVHzy4D+IHHtznnzVP5CU60RWd8Y/dd6hs4lu7z+w3Ohyq5KuP5DLwjAf9p8/xi7Of1Zl4z/6qHJxZuntP4KUbzwbkNA/XvoOmPM49D86dvCH1dvMP/wN0VHx4Pc/Wv+hspYZxD/KIGTWzHzzPxdVLH/aDfI/6FOoFe3voD+eXNAPKJ7sP8CIynTuo9U/9FDt3Hmk8z8wjQsj+GLiP+qwqYC9R+U/lboWyQgB9D+gp7GrJjLsPy6nAz7vt+8/7Gg15CEk5T+cbrK0VrX2P/Vk8P2Q8NE/WdDPrAWi9D84Lf942Zr1P9T2p4/Mn7I/WIt0AEaa6T+P1UncgLDsPyJnEWMvrPQ/MwTIq+IO9T8Gc/uwKHnuP4BNhJ9qSu0/MVKGR/IY3D85KH2kmhDxP1zLdIwfk7U/PHI2IlltzT/bMklUpO/1P5+/5gz3Ct4/pCm4rz/8tT8cY0aNb2XyPxCEzc/GAJw/ogh0ofx29z+4whA7SDnvP0xZvprKytc/2AJsNQEj8z9sGgWoD6fxP2VgxZCZevA/QuGBNAu27z92LKQvT9/yP4w5pZJpabQ/CoCPIsLa6j8ALodZoNPgP39XEpiLy+U/1JFlwSmL9T9eaRWCB2XoPwD9C2xTF3Q/HzBdzPnt8z/QEd93FM3xP1cRSWXQwtw/UdQSnQlA1D/mxvfwrWfoP4yjdHdwN+g/qOsjIAG87D/3sfAtIITxP1GNDfwIHOE/OlyPzV8C4T8eQcJZxs7wP67qCFDmOPE/GLdHlTZ+tz+GLbQhgt3wP75eksfpB8k/pMubpDlD4z/wKllMTe6YP/g+Or0JpvY/UIwqIrpr8D/A/NP8ixHRP6BK2ddZSto/r0oNU6Z94j/D2LteCqjwP9ta5+6+Suo/yjCNvexB2T/IDHa+wA3iPxeM81a0e9U/EAS2Aw2JtD8gHav1sirBP86bAzp4zOQ/NSLNFGwf9D9e8f5Evq/oP5JeIn8qNek/nhMxANBo5D+z4lMiQHrYPwYl2BB6dOE/Pb32mXbO8j/W9E4gAfXrPxxun2XMJPQ/FVapq3Bs9T+KxcvLH03eP6nWj8wVEPE/hvb61qo/8j9uK6/WBfTlP0DJrwleuOc/5UKIxI9l9D81dKoGq5vsP8WuVnAVx/Y/0kG81mTgxj/4u+spRgiuP+q8j+kEb8o/sojpKyOEyj+QgR+okdKwPw4gEmWUhs4/8zlHSZOK2z90ha11HKnKP6U1k0uAxu0/xCP/mzSOzT/wEl9WUgHmP+b1NWVEKuE/wM84vKCznT/+T8TfHW/pP9W4KvrL5fc/jH20QCvP9j+Yz3IBZdnnP7sOGEuQteE/ZO2GwYKZyT8o8cZPLzXHP6rE6wooss0/WOEYtRsp4j9nHa472NDiPyBoCk6RZ50/kunZLSLs8j9Imeeag5PVP1BUv0ocYPA/Gpgk6UTT9j/wlucG202jPza2tsvQv/E/KoIZ5li07j/2+dO6tEXxPxg69fHu1KE/QeseC7Zn8j9Weg2v9hzzP4PZRoRu3dA/5C6Hf7Obwj+tTvEj/ODzP3BZIXkLzOI/E5SDEkwI1z/CTrxRywnLP/DOX7bPZug/mDSDP4fezz8U/Bo1QADmP+wR8MTAkvU/05VLiK/Q6D9S5YapHKXeP/r1LVevH8A/zPu4ulXN5j8yritqqZ/wPyqaPGtL8vE/kGBQnP3Lrz827hCggKXsP+KGnYvuL+Y/cGxZ6Edu8T/zv/VdVmjyP3G1LujiKtg/UKb0VRyQ7z/QE+0U7K7xP60Oi/gs7OM/VHW+T8q04j/NhBZbGmD3P3oFm5lbDvE/wAAyFvKB7T8ITSHenO6/P6ZjXEoOgeE/I+nIEJip8D8gAQGl6u/3PwCsIgkfO5A/cTiNES6C0z/C9HdOrof0P8BLTXdxtaE/P+tlAlFt9z92GvmsjMjGP7L0IIIe4uI/yguelZSo9T9SVS/LK5v0P1rF3GzJXfM/Asz2G0lZ8j+SHk3gVC/MPzSek+Fdau0/Cg73YssV9T+akxfNr+DmPw3ESIrnb+w/dKByQ9N7zD9MEMMDj+f1P0AgHxjHLIo/6D2UFdHs9T8OVe/2q6n1PwbEdH1J5OU/IPQO/KZ19j/PA/BdwnnzP9uW/2BpNtg/Tmm+8vtU9j8jDQzQ6z/cP9m6aRu9d/Q/AyR0J4cp6j9Y7/RXBjHoP3qPCp5oauI/Hx+FvgKN8j9zYKSB8JHdP4OU4VvGoPc/xHEOGOP19T9ou3yaGlL2P9CXRwTYmPY/kMaHSymv8D9UcgA+QCTYP71GUts4ot0/a7CrJXCs2j+2XzK4NV70P4CzItUI6tQ/vgfn5NNUyD/3uWX4WKj0P9SHz3vVYeE/UOUY9u2FsT9AICpeFHd/P8s7JwOSRes/HMrrX5uY7D8zIk/icGbtPyzk7cGd6Lk/XtAoi1Cs5D/x216pEATTP65u+6t28OM/fpuT0xEe1j/OiP3rGvTsPyzodoyot/A/A7sPQmG69D/SH7FV5zDJPw4WOfkz4uY/grOFQTdFyj9ggI2abVu2P7/FS8IRUdY/i35P2VT62j+ZoZqgpHDRP/wMPaWS8PM/+j1dC/OS4z/1ZHANi6/zP+TNxJpMpfI/HxRK00vV8j9knyt1BrTwP/3J+n5xi/U/CVTCylQp8z/OxWahiJD1Pwgrs1wNRPA/9i8/lzHf2T9UCax3i0T0PwC/QYz7KlA/YGVRsJdl7z+tTRiL2iryPwZzC0MKb+0/4Lyd5gm69j+LIeUa4LP3P4Tjcyk5f7U/dRXzwN6/9z9OHo9Xz0jpPzuKHmrni/I/pWGdExfv9D9CaPYz6fn2P8fZmLO7zdM/lUcG/xsO9j9sqZyZWpvmP8DueEJIrc4/GzFK6Ay19j805GoD3qTBP0x6W/RWar8/P1C8NPGY4z9NnuXGFqHmP4txOPz4JeY/YFy2FWTRtz8LQr70U6T3P0p8I9hjVvM/7jTf6HeDwz+mSEYn5Xj3Pw0FNEaEZd0/CkMIGmuP5D83+LS3TIvgP+Cg07Gym+Q/gpKDBrBk9D9fLTTXA/P0P/KcVTjDuPE/IgBS66wA1D91dasm2VD3P4rEAxwIueQ/4bFTwIFO6T+j6OPCyv/0PxxhCrutmOM/SFPmNhz15T9fBKcnrA/oPxKbaav0d/Q/4Mb1rMgpsj+teE0ZY6vQPwkP99GWMOg/UCHxEzBX5j/X+7KWmOj0P7Di8MlSEM8/tn6zbmrawj8+1YN6UQj0P6DdMG/b0ZA/wggEIZOk9j+tbnOAdTfgP6wmZARw4vA/kJ+pv7f18D+Wv/3A3Nj2P8Yuk7E1sPY/9M+GqMa6vj/kupsQuhL0PwFCzvBdRto/0nio5/CE4z/iMr3isIf0P14zjqK+9u0/cFImTPYs1D8D3sj3/AnyP2/XCCrOxNQ/sBtmtsXX6j/h67Kj/mjXPwdABdUypfI/dTilQrwG9z8UwVEuThTtP0QgBxwiJts/m1M/tU0T4D+cLuGg5wfeP4HDu0OJevU/nGDDOUev0j+MzVV1/kb3P6de9udL4Pc/QKDl/kY/lT8CDdjZd+rxP5mOnYEuo/Y/f4JIKf6b9D96EK9b/KnOPz0mR7XT9Nk/ikjKarKh9z9ml9T78kjEP8ATCqwJ/fU/hk9kxjXT4T+GQXVAN23BP9/OZiTDT90/7LL4+I630z/EV12IajayP8VnZz1Y1Pc/sTc+FB+y9T8VbPlzDq3yP3Zwu99Kv9M/dDRM9LuC5D+Udp5CFj/0PwGc299alfQ/L4OF7Kuu0T81xajUpbvxPwyzKZxITfY/uPn9xCJN8D81Ro2yvVnwP3BEXC+dS/U/MjbJQCGA4D/xB32sVmTZP4vOC3b1HNs/mJ7ipEwbvD+eugXR34bFP7C0q1yvufA/+Jr8tNJzuj+K4yuzxovxP7vRsnhqitY/8Gq1cVSF5T/ztmJVv5jiP+CDk6DK+uE/sZyrig/70D9egjzBG8HBP7YPQkcSQeA//2Lb1iFq0T9ghj69XmCMP+s7zqxOwfY/Uw4V1tWI9j86CEHMnX7sP8JvVsJLXvY/lCrHT7Sl9z9kOlJHjYXvP6JRFaPiusY/Aik0AvFuwT+MkMEXkN3rPyhTkeusn/E/gqzA7b0G1j9NsJd5xUrXP9W+64Viie0/PN+fGmpW7T9B9JuABIjbPy5qpE+UV9U/8FDxWEQ/yz9sI9ebFZXTP/oiQvNttcE/aKuGmW865T9AH/lr7QXyP7ohD+S6JvI/BkuTzxiS9T8q2udUB4fqPzJvF8Dmn+A/jMaQOrBR4z8Ae91tZ8fmP9c3Yi4pPd4/dZ75wHQ26j/Acw9DzGOzP5dNOXxxDdc/Zg5EzERR3j+BoE2Dc5n3PzdNkO1fF/M/o41qyJ5F2D9S9ZBkVTHnP5xg6OmOMtg/JG9fbAe49j/I3aTslbnzPwgllMj39uY/Bz4Ntxcn3j9iXdBsaf3jP3uJjY54iPE/8oLHXFaE8z9JwcK03GP2P0KYX418eOQ/BuKPjAJ06z/FVsPSFKzwP9Icm6gmSfY/fIQFaOfr9D+sLJUHAKTtP1ynVtYoseE/9i1+uK0s9D+IXCwUYdbnPzDYujjDlqM/aw3Z+YQo1j+d+RIloDLxP4okgwQkMPA/4MhxG0Bn4z+4IPebASzeP4DOK+HCxK8//OBXgMba8z9Spa3Lg2vjP7wqleb+278/XD8nFLKxvz8mYX4sj7b0P5xyRsa+nvI/3KQ80dt97z9bWkRfeDvtP48dnU4Jxe0/lBbi7GHV4z+kC3d5QZC+P5O7qvd3duo/CWaB1/Tk3j8wp50RdjqXPxaejKG32PE/iDerbU8fxj+KOoSAAyjnP9cptrTH/PE/ArOvLiHB9j/Ryn2CIZXZP/V/BrnOi+k/etyN6XbUzD/rGUK7mlLgP7Pb9YA67uA/TzLRngJg6z8cZLjjpjboP48DxYcuOts/WlWP3NF45T+Ru9YqMHPhP3lcfeK3J+g/dB4dCj0x6D9I5FZ5fm7TP7B9Sqglq/A/2ir7ywFP6j/AeWi5rbaOP5Q1NZiPl8Q/pZhxtOTx8z8cJPxqs5C0P2rKu6mGwOA/5B/1cqqs6z/Q4V586RHzP3+BxGPcCvY/LtafMADr7j+W8wyI/yzLPzYtGYv3ouA/W1kozIU19j/6r62ty9/rP5Aj7a5c4ec/4D4b8WOi7D/3TteuRNTtPzNscRg0du0/M7GldUrI1D9xhgLBTQPSP+G7oHeSa+8/5BiitGte6T88PYmZr9/JP9xOd6bgHu4/pfhgVzrC0D/YwlzSPZXBPxk5G8lAeuo/MhgjUOix0T96fEJQcFrIP5UKYUszuuQ/Ed0bw6Bo3T9X7w4j0KL3P0FG2psUWOc/a01TXZDO9D+5AEP5h7zpP3eNS49M+eY/7o+tPNer8z9eZkteTcXFP+sV0R5bfPU/vKuNTIyu9z9L2zcZTqnyP4Jk708D7fU/OGsOV5Rp5T+CtHZqmk31P4rREPkiltc/oN3oHXy56D/X/0WsBUnSP1jiCvGZp74/EJa0VkbCyD9NymyxAeLxP49+EhyQY/I/XzlkzLDp0T9OocykRJ/IP6VRbmq9b/Y/7E77MAUbtT9gjTHNco6SPwksomgQWe0/KpyaKVyYwT9s4zR33bHkP+Tp/trPhfc/8OYesgU2tj+oN+1dlYbfP3ZHzkE3QtA/pUDRlEMR6j8+yeymL0zqP8ZQE2wPYPQ/UJm0cixkmT8E7cHnqxznP/W33LTwWvE/T9v+icWa5j/AAUcVnMGqP/xDXj1TjOs/FdZXJbdE0T+CvEw1+MbZPzRUJandceQ/mIwKZGoS3T9ZRy+8Xv7zP0dIBGhGVe0/14VXLIv72T9ZFpMj3GLmP6dvWzsP++Q/S5C/CbI08j+ANWj4oYrmPxX2fzTMfd0/eNzA6J8P0D/ISqPtM6fyPxLVB4fs5cQ/NTezrY3g5T/G+NBLrMvIP7BXPW2Ix5g/yFrvzFXW6D9r9v87yTn3P5ReDZqL/rc/8EZOpXQw4z+qdvjdj1v2PyLBgm5o+Mg/lMZvh0ip6j/S5jQ0e0rxP1E9k2cbD9k/DhjmuKGa6j9Ker6YGQvRP8MYpy5qWdg/DF8AfA+h9j+5ePhAWojuP/QMJf/iC+8/2CW+bNEk8z81/t66Cjz0P4P663fsMvY/EklHsTu/zT8A4Bwxo4bHP4amRLwXrMQ/JExPWizDuj9xkysSQJvzP7Ba685TrsQ/RhzKiDre7j+hUgjq2wPgP5rpMRpkpes/kH/MMNDZuz9nnwuX43/xP/z6l2Tt2PQ/OuoHA8fU9j8IdR8cy9TPPxCCDP/zeeY/fehxn+iz3z++4HdiPNjUP+i2YTY08PQ/EKYlS+H8rj+UZV65lPjOP/T5gV4JBeY/RObyhk4z6D8CAcobWCbvP7BXsz0yCec/NuCLF1iR7D+w8c13mI3ZP9Zoit8c5PU/ojnEhIVU9D9E9mzP7QLwPwisLdTJSu0/0hUjYYDw0D9KIdJqdMjyP4sonqE31/M/1P3uG/JB9T8c9hMLX6nwP3wGHddjFO4/zlZ4dfoG0z/sFh+F0wC7P5CSWdwTCpQ/LGp1FRmF4D9KdKOGJgHoP9a8MwvZ1fQ/KgjbhJI28D++Yc4ZqQzvPwYJTAmgveI/EFJD0x2OtD/2iiADQgTCP2c9RZGfHPc/xFgq19DX8z9S8bYzSRfkP/wDjt/yy7I/SrvxIxHl6z8oIP9z2fm/P+VfldCtffA/6+22EWIR8T+sWl1wh3HzP5hsKXQJXcg/wNqY6mX17D9Ciek0uwbOPzK1viYXf94/bobGVLN/xD/sJLt/G/rPPzAioygMouo/bZ4iTTPu9T8gt34bZRW0P1ykmbnYJO4/RQ0qClIC5j8A+mH7T75uP9Az7H1/HvE/+DM/qAU78z/Nh4f24L/2P4I1e3SN/ec/TojmNeby9j/cmC6ErBbCP7ILkWE9S/A/AGOR3BSP7D8NyWp+PrDwPxNSasnWtPc/0LQVF3hU3j9+XfoU6Of3P1gpujAZY7c/ThXcEclE6D+TgYkLd1nzP7yCpQeSuvE/eFxntprI3z8YnK1rWNXwP7QL4VqiReM/8F8lwQKg4T/KtZ6+7AzNP1kIMt4LNuY/I1AbVFaS9z9+ROgCKNniPygdNAe0Qrw/lv5IS7iy0T/7NyPa53HeP72abqhfJPI/tA7K6+Wn0T82orvpciPhP51efK0pV+E/0p44GIbE5z/cXaac8m25P8BFd62LgLQ/kL1zWdjiwT+NbR5TDRXtP15GRvrcFPY//2lVK8gn0T/+nj8hnHT0P0TlvYEhB/A/Otg4svN78j/6FJUXrl/IP2qBObsgSfI/xgNqnODnyz8APNFDuzOKP6ALXi2gh/I//mEHX2gb9D/KTUgMx/fcPxhc9D65G8E/vnM0B8Nb6z9xZ9Ye7nLpPzK4UbJ+UfM/wyfVXu/+9D+BhhMlP+LwPz+oqSW0CtU/qMjsFFFx8j9GyZCjrW73P0HMz3OIFNs/OOzKt5Mooj8eUwXnDpvsPzQbhLIQz/E/wPP1nL6N9D9ovvT6z6bxP3LWBgNUsuU/V3RLwrrI5T+PAPFqSqrmP/lSn7qYi+E/Bmepf4m39z8Hp21Jb4jrP+CqO2VcD+4/CHIVis+v6T9reeaNMSvRP7pCcuoFuc0/jBdQo8W56z8gk7S/V4mCPyXGAzDjp/I/9taJYCNR6z/gxwB1nx/yP5a1R4pNZO4/qN1Gcyq23j/csSuDb9PkP+41tB99jcs/0J2m+pHMzD/gDYT6xtHeP9zcMqQFyfc/rq3kB9Q25j8drKjV/E30P97fAfo5GvQ/efl158J42z+eXOadJPXrP8BKGChupaY/FstuCXYZ7D+XNh3000/1PyqWFD8SyOU/6En3e0hR8j8z3JnKsPf0Px5nSVDxZtk/2Rurlzwi8j+8zUfBFwqyP5ppK2qxrOA/AML3j8zLtD8cpczOvkjNP9xxoc8wZOw/qGAKLmCiuT9Hs2d3nEP3P6geSNk19aw/OpWIIDM72T/7ekPUuCnhP6Pr4ft+yu8/4hZwmL635j/jMm/MKrzzP+mB8cERefM/U+ZQeQuh0z9eCySTQ8LgP1PmMCmUuvQ/KYSgvZ0t8j+jmTVQ13/wP5xvJHOGArA/MPIxN23Upz93q2R0/KHqP/IbsWeNx9E/co8hy8/b8j9i3KPZ2L3mPwCnCbZvsWo/hVNOgbfF4z+2kunA9FPpP49LcH3uaOM/ALv15bQk5z92x76kkfLMP1rQXlW8ReA/ldl7wvQC5j8A38hWgSBnP6b1P+e0OtE/FFk47+rD6T8aV3DF4mbzP8BTZFad6nU/IPvteolTwT91BuPoJdTxP07u5PdEb/A/A/oxJgZo6z9OsdfajQTxP4PiCDc1gfA/YWpWjNeA4T9yHCDIgL7WP3aM0TIUDMU/e2Um4B1z2D8Iny/cHnzhP3gqpDHrUOI/IKQSHgxjvT8Qb4T25zjOPyDgBF7/LvM/CG2ylZ6XxT+EKtzAMQ7nP2DRrEdN9JA/quuDaNSU9D9E2Kqd5CPUP4jQ4K1msuo/FnpMBe687z9A52Y9S4SPP34Z2ltH99E/ssxbTnuI2D/ih7UrA5PqP9Ru6e2IHbg/WH0QH49Grz/6Jat5tCvzP8PjOXdilN0/nKCcfcmp9j8Qsjzb2TufPw9FjDcJQuI/vGsDSb0Stj/gRoEEXaHSP9QiwWwt/+U/Ic0LlkVc3D/EPsmyqQ/gP8rypYqtW+A/3nbo6DU79T9mRjlWgk/kPwQqDuAzB7U/cO0jBS7H1z+7lQPSg6XcPxk9XiKo1dc/Bo/3r2mj0D9l7S8t64TcP9AZDVLeifA/DM/jW8pt9j9bY2vjgYHyP1Zbwn1Uc/c/EAe/NIpUyT8yVCd+DCz1P+geQ2HBsO4/NCkidBnctj9M5tIzXCDEP+4BPxTo+uY/9B5kKzgi4T+gbQTIRyLWPxO2CfmG6Ng/oNDCx+6ogj/AfHfFeNtzP1PacOsOlvE/k4zU3U0P5j+FPK7u7lvtP1i0DAB3l6o/d5IOT45J9T9G5EGpuLH2PxbEg6Q2Tes/GG4ZABDT5j8k/2/SMFLoPwx+AROe0/c/2Ceb+8sp0z8YEyD+VtL3P2hKsKRpbNk/yHXd96Sn7D+jQsl25sPRP2vjftFTtvQ/IkjLdmn/yj+qGX4QFa/1P7pW327Jq/c/VKvhlVxj3T9eKW1Ttx7vP9Eq1TwWD9s/jJc3a/HX0j+PB7RHrx7SP2Dx98X1xuo/5GRpn4n/9D82VIjjr9D3P4kKHZZqN9Q/0O3OcKEf8j9A2zw8VyyYPxB5OC9NXtg/AHJhm+Cp7j+Aqp4bIhPwP66mM+xYhvQ/X/jSy8EK4z8xFcdV2nPYP1bO4qbu8+g/25QA57Y00T+qPspjBK3wP93q55ZrHt0/DHtpmY6Z9T9+F6FDEO3xP3QEA7FDENY/rc21BdSN9D9e11SEtZ7LPyQgxJyjfO4/zC1f/CHc7T9IxZ4Z/uvxP6pISmxWJM4/SAX4A4/A1T/m8AcXCKnJP0Nb0Aj4hvM/+qGtfDewxT+UlGlvckDgP6NKKKGQo9Q/tGQfh0d98j8+kKYfK0XTP7gc5Y9KV+A/bGp+YkzUvj+uThtUS07lPwjG2kL2IOM/KZgOHG1t9D+Idrrwct/tP8UctD52TeY/FSUbXP/T4T9txX00KQv0P6FteT9HwNU/CUUwgaKj8z/GAOdOTWj1P54S8IbwqOU/EC6ReBWb9z8oV4hDETOvP09Fz4myOOI/0fw6AL299T8OOu+GE/DDP0Lw0nkZvu4/3OospUN0yz/2PoAqppDpP1KN/C1g1uk/ElDu6mLp5D+ECkkSmEjxP7bhqtjbnNE//M96NKhT4z8uz6aTVhvkP6xwskEpkeY/ua8FXWcy3D+BLzDv5prkP8T4QGsi37k/aMYLz4n38T+/Hbce6xHnP6oonNEyWd4/bMXTkguI5T/wzXSAa/DHP5R8EFrYKdM/Iqurf+Bw6z+Q1doyycLnP1I2tI6OvtQ/ToLRvmUj7j9i2inlYs3uP6PWLkhhZPA/aDpCju5duT+4cISapUDwPyK+0NVR/MI/09O+CRmq6D/eanc8wxzBPxcrbD7Z9tI/g4KWe+As8D/83PZOKmboP3briSc4Cuo/Anz6aXSV6j/SXtG8bizjPyba7Q6vAd8/zNn44Doj8j+unOCGGb/HP4ZIo0gXVPY/pXwfPNlG9D+Pkt+HeazyP4y07oumku4/sMrI4lZypj9USGhtOmXtP9dPmI52g94/EwMHp0714j9BE67D1v7oP5+ODpsWD/M/IlFQO8HI7D9c0OLJQa7xP+DFOCH2NfI/tR0JzS+49z9n06fhNJfyP0i54c3sksc/TjIJA0qU8j+vvG9P74P0PwAVjCrXsoA/DvD/lCF+9T8j8pQXi3XsPz/VwCnNFPE/mdq2p+6B9T/hX8SYkKrnPw7cNt9jA/A/VK/Ny5KY4j+cJHTZ+PL0PwyJY6xXoOA/FNRBqemg8T+K8HwdLkPDP53IVUwhFfU/6DkdLG5Z9z+y/xaLx6HwP01STBgazvA/ICo5228a4z/6G5nE9vjdP+/NgAPNZ/M/BiWQkDuM9z9Me9ih8mHzP0EzeJeCU+s/DE6Qcvdf6z+eYrhAkNjCP8bDAzm7Y+o/TcgmWfyt8j81HkeU4DbxP8Blo/1tlJg/xsz+JP504T/U96pcLUzgPxiyQWmnA/c/PClBxc8l8z8GhY6yOTrrP+5Qtez+Gso/vzAhGoD19j8G5CNd3G3yP68szcy7KN4/MFreWtRi6j+siwQLVaTsPy51OOf43eE/rt2+tP2r1z+sDA95GK62P9+mvdf6rtY/pg5UzigOzz9DWMCdKQfxP7KzA0ANIuw/OnOO0kq+9D8AUljv2FvQP5CtDBsdPuw/RNG3aDX/6D8LFasrEzfvP0EUSMc4VtU/qrS6D6+P3D89qexm2KnvP024xWBvU/E/j31cgbKg7z/iVInOnBDhP+vPrhfBUPQ/4B3GWAc25j8SRSxS+TbhP63Lb0Af1+M/TvVQ8ezu9T9UcC3kZvfoP0uI9jZjavE/Umwonuqq9z8mjcfrX+nGP7f3QDShVPE/yBlSt1da3T9OamDqtzn2P595kDRkktk/2F44eX3kuz8boqhgicnxP7Ybh2zqfe0/Y5SQdEjz9z8RbA1zS9T3P2SvC1dVkuY/xjRRT0Ux9z98pZ282nbtPzLarVwD08s/DprkTYo47T/ArxajuSvsP8942fs/ves/+NOWvhopoz+OCK9O5YTwP3CTTlsC7bc/QEy6FJqP8D/lde4yocX0P76USjt7PeU/ujWp19iS8z9Kf+YPh9bxP67M5nnG5e0/INT/zaxm5j/GY0iqFDn1P0CScAURboc/s8Bdm07G5z9yZ7CZuhvwP7jl6AjoNOM/JGIaTz+i7z+2dxjgcuTIPyg3T+1P29Q/HOMqNjWx8T/ajsDToW7AP8wNq6G4tcY/oE7I/VCnvD9sbfEmg3zyPxwPVWw85eo/Wy1DDTLV2T/GlnInwWrgP6IaxX1OidA/tQilRK0K8z/oogrtrVLrP7pLCtNqc+Q/9BvrhONNtT9GIcFBt+D0P47soLke2vU//L0pRGY9tj8SALGDwdfsPy6lqEza1tw/lCs+A9rQ7D+ZQxbhkR7SP1LO09ty3+s/ULfHHqx/4z+2CObc6Vr2PxvGW+SxEuo/2Fmeup3DuT9MfXZbccLiP4uoBhPuu/U/rIEJ66VUtj8rCwQVqcT0P7q06ghzysE/KO6lNDU0sj8KMJ8iHAv0P2TLx/QGoPE/OX51fTa/1z94ysvOefXMP1RBZAlhePY/Grm7lCEb2z/GdS6ZqprkP2dRK0qZBOw/RdXxNjY98z+E9a2g0nPwP34N7E/IT+g/b2YTTrOO9z/l3WinsnXyPywZ/5cjqrY/jJo5Wkns9T/cmA1jsZTAP+WmAihED/Y/pssUd0Yj5D/kce6P0YvTP6q5cyqAoMM/JSXhT5Sz9D8ageOZxVL1P4BTn11apc0/zA/X/0qRxj/0l6K1kKXuPzYOLTsetPQ/dw4xJFUR1j9HBJX7bhPaPzrQWBUyT8I/DHcsjvNn4D/mwsalsgnfPzxWzvXlMbY/axAoSZaj6D/MHXqfgrnmP3so0UTwc+s/IGVJw+cA4j8FXoiMEh/2P3J//Un2Z+k/wofmK8Xp2z9+QOKRoT3eP4ySHC0mOfE/exywpydi3T/9GOFguCr0P9TG0M4R1vU/ANTLPR2Z5T8FGkKeqmnWP0FR2GvrGvA/cluFV3Ou9z+S6tmZ1wzmPyBt/pWGs+8/oD3OE2Q2pT/ewI/Ph2bMPxLuZtppJ+4/n1QzPCav1T+UmTgwW52/P9SnpEmivPM/nxiYl1mM9T85+DRbyKzRP7554qxefcQ/fKO1/kv59z+mfHqWHaPkPy5E3kXEgMI/KFIAnRO/rj+CDzH2wmTzP+CwOgyfN/Y/7ubbgfAC9j9DWNphBH/XPw3brWAf5+c//Zn06mc35D9U5BbjXmjOP2teDkJB2ug/V+zJoF7P7T+CqVz8A+jwPw59dAsN8+0/YGRSL0yD9z8V7MeJ+m3kP7xVvKQfKfM/5EQKDggk6D/Iqft5iEfgP8kqoEcbVuY/IFdA1k3U3D/gUSyVN/X3PwygBd0NWfI/IgVjlI5G7z8g7Zd9AHCbP4YhRzkXSvc/FqcnkFKx7z/2ZFU0IrXWPxQnlMzPSfY/nkh3S4Dq8z8aqO90PKjwPwYytMTD3N0/pUdWpXde9T+y83s7x1LvPzUuiVASF+I/oZpMq+Fg8T9QqnKvsrHhP7stb96iUNs/jf7puOKc4j/adNoweGnwP5wVCTSaRuo/Gz5qOIhk2j+pfLOwNU/eP5jesphjGbI/xZ2pZAD57z9kDNN58unXPwiiYBbEHLA/PEiGEprJ9D++8JUDE3zkP0KENtq5K+w/ViRd70Aj4z8uhcuR9kvDP4KLrorROsA/aE4N3sjD7T9Xl+HAbyPrP0XOjYhQi/E/eOCzPHl5uz8Ke3P68PPhP0w67RBacOs/dcfiejVN8D88G3hD80biP5rW8uqVZ/Q/dl6qW+UY0j+2LC2g80LvP+TH5cRE49Q/Q3wQCeGF1z8PNHEdlyz2PzFeGqqXOPc/nGpbOgT89D/ADxZSyg3NPwiENlEyfa4/D6m1WNCz5T87pvAAbs/0P+0Y4Hs4k+0/hFuaLR5puT81AIgDc8/UP7QaXXwZeew/xB2ta3kC9T9gptFuZy/cPyjOpAXsGOo/D8zk8LUb0T8m0Ir9GKHlPybH6Glhb8M/3AIHGlgJ8T88024a512/PynKIKHfjfY/qWZryaHW4j/UpPTtyW7qPzZUqCGvzu4/U9JeCoz80j9yS4X4hS7gP3Vd/H6+dNI/qHsxHPtJ4T/QxgLIKezOP66ktCqM2fA/8LOmdm2GvT8qWRwQyCvtP3Jc/3dBWOc/iJh3lMMi4z8qCrtcCFDuPwcwMroHKuo/FFCWCNnu3D/SoAQJZPvDP9G2P2AUQvA/Hb+gNmNN3T+mempGdsPeP3gMejz1BPM/NHgN6Z0Q8T/SRGW7itrRP8oUEcyefto/w1k25ZGn8T/A72BN1JW8PwASeRp3dks/BMtsWtG5wT+IeSA6bIHlP0vzSC1K0uM/Zg8VQcrS2D/0AvqauErxPxncu484QO8/tNqsxwlp9D/I/VlP6HPsP5ElYNrLvPY/ag4QKibD2z81L2IzsOHWPyTxyrrc+c4/L0vowjcc8D+ahoqrzwLuP6spgrY6ou4/zCFHhFGN9D+a30HOGcTqP4jxIyaJqbI/24Tc3xOw8D8uAxmGi53pP/yiGAVOqc4/cNF21n+m5z+ovpQfOomrP9xk/a85Isk/kq060CaK8z9eV4Fjytr1PzbMo8dykvM/Qvx4wgIr6T+kpVditO32P7t0Pxgm+fY/D+XEOMnS9T8uNIZIwtH1P+RgqfH4/fc/F6Gs3tvr0j+5mPXk4xrnPy0+NX7jyNM/ioKNhqzs9z+chB9VtpPxPydYD8m3tPU/JG6UlTuF5z/bTW30ri3dPw6OXMnKIug/OMqDltqd5T+jtbUAPXjhP2REIlyt1Nc/HkKXvy8q8T9e8sOxKc/GP9azgHmKYdE/G/fzW1dJ6D/+POK3opzlP7xkhaMA1/Q/yvnFzknq8T8kryTqs4LXP3L6QmUB880/z4Cq/Huj8z9mcH42HPTiP9By9h/MPsE/RP1w//0RtD8ezcPCrB/2PwYQlxKzgug/3F3V8UoQ4z8C5mGBquHoP0g7I+AujOg/e7A5KX1i7z8kGMydE9jfPwg0EZiZGew/7D6BwE1I9T+g/cQsty6+PwCDK/jlTcM/hpGrbZX6xz/ORUMk6X7DP1y0neDDV8A/JO29OOhZsD+2DKL5LivkPyTxuZo+9ck/hCrX0EMP6D99M4O4RdvcP6psp2L8m8k/ZMySsa6SwD8g77YbbbTRP9VEH8aFj/Y/QLPUmLo97z9+DPUJ/qLlP76kMU3Eju8/OLTwllee3T+EG9OTyjbhPwLWAR+snO8/eLI99GGHvT92AOxTvLHqP3A9sjyh0+Y/dmMV3ctz8T8rmpJL5zvrP3zGqom7mvM/HHWOULCG4z8gAeYajKmKP/L/KN4XktE/8CW14VrNsj8u+80aFQHqP1YVZaj5GfY/gcNNOA8X9j/AjqoyHN12P8mJk6Ler/I/nnRrlN6c8z9+tNlB8vfuP9rPhZ3FIPE/cE4/RjLR0j8Ke/+6EqXsP/52ahTCOek/9mBAKAtr7T+3+keJg8vYP32CNIJtO/I/nG9tj4b94z/IN7MP3bnxP/9b1RKEzfY/fh9AD3HBxj+BAocvvWzXP5zCqzip1vQ/Pj2xuBaW4T/VTlYOZr3nP+oLGFvk3+0/JhF9kfXn8z98ZB8OJn63P/xKTPXAxu4/x2aIxGnv9D8XEXysQY3yP9QZIVwdl+M/uAI8XbKN6j9T5Uj7XC/rP4XLJKxot9s/4I+JbeUN8j9MCbAtqVfwP625mLPrsNM/Chnl5cAP7z8AEWjB7aHwP/b9ufQ09d0/GUNzSATx0D83RPc7B2fQPwptkyCdvts/JBuIRaQH8D8+qyPfaY7kP/IWxGmvAMA/jBpN8RZg9z8oX5WcsT/MPxIE5+VTm+s/9owNZqgH9T/7Bvl5YQfvPwz1+xb2z9k/ZFHftWzP9z8iUr/q9GbWP+7Jjr5oZMs/Z79j62DD9j/YJUQm/Nf1P/FO1a2VSes/fhe26M668z8+uA4j33DqP0vxsfS/JNQ/QEBPpHcGrT/+qvUwvCnzPz63WabkkfY/Whkbs8rd4z8g6bF17T31PxYpA2vOH+4/qPER1WWTwD8ZfdzsRcL0Pwnh7Sr0Ouw/jsb4axJD9D8PvEwh5P71P9k8Nst6TNs/2u/wJVcj7j8Alo6fdZqfPxBvLC7vmOo/zMqn6mIh4T/zvWpNkF/ZP3oAcVe9kss/LMsWrblr6T/wu0NNK8fkP4qnc7hsTek/8ZjkPl+L5j/1JNU3ljbwP5wOjWmGneE/4tXfj4pl5T9cv1S6tg/1P9wcDJoZGes/9ywpkJrU9j99vbttwVfTP/8AKvOkifU/yTLJaWbk4z8SFPXWrTT1PxG4VIFzYfM/FjL11mTX2D8GRh9h5772P8hOT7H2avA/h7zRfWFR9z84sIzNIh3RP4I9hRUmEuE/SIoaVMVRyj9nRLkpbCDlPwACwpnWk78/PMwi9Zam8z/+3swXKdfuP1r6J4QJnss/TMH40ZCazT+cpDB8s9S9P3yThqInyOw/GHMejwyA9z9R4Ho+vIXuP9OcYe8mRNk/2DYTw2n+5j8P0+tWP9LqPypFoywcC/Y/1e7AZvKH6D8z/CP6ymfyP6iIYmityfE/pLyl7Na49T9juaJcFPHkP1BdRDBKOeI/6BfBA2ewwT867kpkvgDFPwiCUGHLnLA/8py4TNh5yT9x1pxsFHHaP0iQxUN7DOk/pCaA1wby6D+YDC/ralvqP6Dmmr/SxPM/3SUQG4gX6j9up/RKee/yP0Fa8DzQFuE/m1ANb7wE9j9+f3+OGVvmP10z0r9SI/A/whqxUKWz8j+tmq16c6f0Pwdlnp/TtNI/+Il6w/6Auj/CQTGQwR7eP0YmQPpa2ew/7MCfknxD4j8hOXv16MD2P2tpQFSvxNY/SI6lRN/Bzz+diR2bztzXP2294R51M/U/bIs2kSF88j+EYkhHwHPoP3mN46ktn+E/VmZEhwhz5j+Mc8rV99nYP5HuNFL+zuA/WvkLm6+Q3D+SNpKY4CPzP5+HZcP4ePI/E+al5LQN9j9WwyR60VzMP1DnU+zkHes/XivpZwluxz+FSglJJbj0P6CsCvzaKrk/stj/1XD36D821UctRpz2P1c6RgSh+9c/oI9tu17WrT+65YKYZ7nRP1gEcoPKqMk/UhpR4o6G9z96rsJvUOTlP/BJgu9spZQ//GwK0XNq4D/AChc6UiDHPzTxdRrFI+U/dBorY/2e6j9u7uS3WT3xP4qHqj8+Tds/31y5KC0B8j9ocUeegUXwPyDzUpHfZfA/DAVuMVG0tj8WJfOA/mfRP6c6FZ6hxuo/yC5GmqlW9z/GGsjbYjXwP6r+6n+09OI/TJTQQuzY6D8YWjPnRifsP8QHs9r+s/M/YVKf797f9j9dUIYYvpDZP9iAQOY03vE/mvQpUJQz8D9hMDwdJl/XP378wwetgfc/6pOwqP9J9j/l6IEfatX2P95/eyVsmdA/Ieb6yZrw6j8R9O4arSfWPwR/zrVf7sM/dtrqK1uO7j9kfzfNsTTDP4w3Vo8poPA/vYgT5EwU7D/A+BRA14WDP0rATEyyn98/7nSwrha38j9k1nS2sh3wPzaqDmJ1ctg/nvIKK/5q6T96vIxJ+DzeP6TBhZe5Ueo/tJcpD+ljuT/ikXBkb77vPyA1ZSfbdt0/umaqiEjA8T/goBulnZXwP9R6hlBlOes/NaO9V2Xe8D88PgmEeh21P8aJfVJweOM/2y8SW8EA5D/eeqYzf/TrP8SjADKbl+s/nk72tRsb2z+bqHDl2N/wP1BpM9HlIOg/ON1mLwndpj/DXM0ohEf1P5asNlATl+Q/papk0EtX8D+gz4KJig3yP6o88yjV6fQ/rJJJq3m84j81yUZx2kX3P67WSMrPiPA/XBqNUe+F7D9ZBoOltS7eP03UVmnz/vc/5uP7Q2B+yj/SHI90ksrxP+p+a04N0OA/tJCv4ogguT/UZ5jj2lbzP3CmPq6QgPY/JBRyym9n1D8pWk6TFOPiPxQz8Y/p2PU/P0jf2IMj9T/LoTFtUYDzP5IsebPI2PA/b+/fpNc11T/5NemslBX0P/O1BNVk5/I/sPKw5WYplT8gGw7gn8G6Px4hFenUO8I/JFrOjWHI1j+ZT9I9vVzdP86M/r93QuQ/8rDMm6B27z+QMdYg4pTeP5Ckr9yioPI/DLdlJPIBvz+SQivxXA3XPzHcgNCk5vM/PnN4EKiK0T9Nzekn9/72P8TWhFo2VMw/XK+70H846j9t2ViEEUPxP6r716PN2uU/X3f6h2LQ7z8G1C5q9kvKP7K6LLplffU/ihlh/PVd8j+JXXx2rULoP/firz0aHvA/GuVnFa30xz+cb7emuG7RP3nMexTdDvM/+HKn/dGS9D8SGu+iTdP2P/SoFZXMzvE/8pShapKD7j9aQwstHEbjP3DHw1WSY/E/NJGRYZUN7z8GTtA3jkbmP0Rb2fkyGPU/orxe7i3g6z8qpfWrbIvkP1TqAPlnN7Y/3yawV9+Q8j9g39AR/KTqPzxxBd5HNNQ/sPT+N7433z+cpRNxHEDMPz5ygoYguuU/6Ed4q6GI0j9EkBx0cgm/P+QXV3W7o8o/AJH3XnsCYz8V59AT1Kf3P1CKrod5TeI/eGMRRrT20j8TisFhEhHwP0g7STSyRuc/l2epukur9T+AgVBlVJfRPy73ow5Rz/I/DDSH1hdS9D+HKhJmmIDqP2hwpSUONec/yvWYZnRiyz/jMA03/H7nPyhA9YXPKs8/GZX6KluT9j+F9nWqDD/xP4FIHMwluvE/pj08qu1fxT+mhH0cNGXsP0FQ7mQxVOQ/N3UK501V7D+IQQYO41nzP7nzy65lDPc/PHKqmm3b3T/VSKNhs+XgPzZB5wO+Dt8/9KeZecMN6T/u6UQgxSLjP+Lt+4R61tI/bJKp6xVh2T+SCqH22J3qP6DlOq61m+0/2k5V51Ma5j/sAdWOogf1P8Ao1iG6QOo/Z4Fskj+48z+l2ciBRWnwP7DBvRJa7sQ/HkhrbH9g9z8OcUvhu9/qPybCxs9sHOY/ujL7MUIh9D9DIQ9cJQL1P8Ao50htWd0/WFllxuiuyD/A0rixFv/oP0TCpd/kKfE/GCt3WoB+5T+1XUDlUtHbP3QvWrZxoeA/KNUGoZVe7D+6em0k6JDBP+ghDBjUWbk/DIHc4HD79z//iITXd43ZP6pZZP9JGvE/IO0R2Rcy9D/Abr4L5HHyPx5LiYL/990/xycOYiHh8T9GqNiFjm7sP/GHxF4rrOY/OdvULUWU8z9sMYoV5svxPz7HGH8cTuM/y1DVnXL30j8QtTbAdv/1P+M3jYL5Rtw/8CQfRUXy5D+zhf3LQxbwP3ItoRrF3fQ/JXU0QLS84z+RQO4P0wXbPxLBMcyXcOg/xLZXJUoM8D9Tv9FipgfdP8mSHZUjEtw/oL9hPXLnnz/AUyelfwH1P0yZzyO0weI/GtWdkPkd7T8RrBxVfp32PyakYFTDXOQ/oqE9WIpN9z/sFrpcFrf3P+l+sNdyHvE/LiP5N5VI5j8anmrssEPKPzGjAIBuVfM/rigM0eE48T/ajIdSZFbjP5RBA28ILvI/0HbxnHPZnz9GdXxM0tryP5u81VX9Hd8/GEjeLEBj4j/DCPsL/UHeP3QIQpIkyvM/E4Bggjjt9T/wr2TiobSpPzTkdj05Mrk/Ihm3VOCB8D+RKFNXzu/2P1IQfPxkPN0/LK+ipcGy6T+Y3Vdj5nemPwxPgVlsk+A/x5PPzFn26D+SZvCwtiXgP4a/DTlBPvM/wrUMs3He1z9MNSlOBCTSP0GTTKdQ6eI/oG8XevcIkz9B3g4DClfZP94mnhQqAt8/g/Wt2uxH2D8wS95SjNjyP7o7owCgQcs/3Mm457yk4D8UubW3/cThPy5DphkY5fY/S53Js6gO8D8/3xwi60LxP91611o8Ovc/pKJ14iFB8z+mE72JHprWP3qAEty+lfE/y2krWprg6D+amamzp7DTP0KDkC41LNQ/fPM4wNkctj8MnaswvW3cP226FSgQWvY/YV79RTp28z8jBQVTirnqP9blonCieMU/YBoF++0G4j9TODVnQov0P/PHqZwQXvU/UJe0lE5L5T81YRVeudDRP0aznA8pQeE/csSqI3nm9D/slMtI/lq3P6QGKUmUyeE/8I6pnC218z9ksglsXnzaP4s8DE7k5N0/mltHRBip8j8QU5+7R87zP9sikhTxgNw/mgTpGr1Q0D+2hg+qA6HWP7FEvByMvPY/S4Y2c3jx1z/VDqtDBpLcP7mBYuhRkt0/lPVR6TU16j+Jl5btFSfVPwr5MTV1LuI/cWxOVKu+3j/YP1ay7vHqP40LcH7Qpvc/VpYP1L2z5T++vW9beSzlP/EjDiT5qO8/+resTccv7T+K6bB1mznkPwjrmoDGffM/APR0v3z7MD/Q1jbQhdagP0W54oBeztY/wBYqbRz08T/VKMlkSPbvPySVrfOZVPI/AevPQ8wb0j86YWhOPqX2P0DdZLP1nJA/Kts+vOkk6z+QeJo5MaHlP6LUrVvVSuc/rsCQc63q8z+2vSyleEHoP+bQmK/TgPE/z0VBWoOA8j83fGzd7yD2P2Id9k1DFPM/KJzc1E8N2D8R7Nn/ciXuPx130c/Z4Ns/HOIYvN9e5D8fonAhweXtP0Rg/RxF/+s/xttpItIrxj8xyy661a7RPxbQfl6LaMs/MWlw2fP35z/MSakGRS7VP/u+70Azx/c/GlV73ycI8T86rssPssLqP9T5DKZodbY/jqWg07fS0j+uNPFPC1HyPwAUOeq48vI/XmQ09XWEwz99Maj8aIbUP6qofLA+B+o/dOptvFH48T8AjJNSgbzPP7jyBSSd1MA/VJ7c2gpv5j9hTd83HLvxP8P6yWyNudg/ZJnEEfar4T9ZaG/n3EPeP7qclrh4ZfE/vs56gGSC7D+wce7c0yDlP1i2zkEsPeE/lJuBDw4N9T+0SElZXBzIP6wxGaMcUOM/hj9eYz1i6T8P55JCEnvfP4S5B2Fh17o/ZuwpYufu7T9qYmfRQYHfP7pE/0AJhvU/sCKFDGp73z+1lhL5aT31P8AyMzSQ8Jg/sEt+rKHJrD940oDIvATwP23OSyPM8O8/n0xIWwf00T/4usuC8hGlP2LjT0fZwO4/8PuHnPGM4z+Ubv7SY67TP+SjsOQeBMo/nEMm3eAR9T/TlBJkzerRPxZy1jEz4fU/Vtu9sDua9D/0/hDmEGbiP04Cg8YNWPQ/lnmhwYB1xT+1xx5FobXQP5h5U97uK+o/WFekxEjQ9j/CYmlkUTHkP/GqgyzUoug/hIqLSuHnuz+WkKK/OUrjP2CUTc+VD+s/lrPTvXMa9j85YnKOCAjqP+SsAcskTvA/TnBmMwQy1z80PZfb4YXpPxOaXkgmefA/N16P046w0D/+i3722Yv2PwYKSJ42iPQ/GD+VDLaW8j/Q2aq1UPeZP4P5HmPQxe8/lxQwzWD28j+NPiet8MX3P5oI5rmSh/U/WkrqrsUA9T9eP6bowlveP3ANdGC8YvY/6Ng454Vgyj/3VLrl8j73P3RS40DMH/M/2ieqn8gQ6j+SQYF1EjTGPzhCyRsAu/Q/4vq+Zgfc5j/uU/zlwufSP8R/evbDQes/jbO94qWH6D/+Kea7WObKP4EUiV1I6/M/xJqu3k5X4D+G9wPLvjXtP1PY824wyt8/V0ZnaORy2j+AZ5r8Lb16P69LyaRCOfc/Pgi9RQi19z8eIIgI7abkP5ouPxL8D+c/ibacgX5E8z8QylM1k9rMP6N8hJ4v7/E/pu9+e0KT7j88B3rEw4/zP8khKhbfge8/ftf2MeeS4j91GH6tGt30P/hGZPFpVfA/5q6WITsC8D+SKBZocq3kPyh0UV2XtOc/3jyBbJMYzj9k6u+hoX6xP56v0dacldY/NPueXQkm3T/0EgHYUoXkP50C2lwoJ+M/WgKGiwPK1T8amR2YiLDtP5fp8CT9pPc/zI2q4ON4yD+6l+l6JyrZP4oSu7ZQovE/amWvgUxVwj+C9Mr/uTDyP9PoqRX2W/A/jiyb+BaG8z8ZH4XdalHrP+p88N2sQOc/tKawl+4Cxz8iWdmSpAb0P4EsHMNjB/A/GRzCeu5U0T9oeMo2zzLiPzs/YkqaIPI/8Leb/Dy78D91ZeLjmBTSP1pE42mfDOM/zA8PP0BBuz+YbBAfIdvdPwdSlA1Q8NU/Pq3PdPHH3z+L7fEM18rcP6FH7uAajfU/kwweErcp0D/o/XhW497qP5PEzBmhU+g/+gEXvWUG4D9Tg6xLsizfP7ShqxGh1Nw/sG1oxSp0yD8asLY+PrXqP1OjyEvWJ9s/87u65Whk1j9AR0r7xt3jP9DhdeSA2uk/gAvbjHQ5fD9dTn9uLxfaPyOfYmkRhuM/7Jt/uFFP1z947Tjd2ODtP2DQPWo6DcM/sXfuGGA90T+6Bwd0p6DnP9+UJUwaBfM/2mjCICk08j9fkpa4KxX0PxiEPZD0iK4/bdVZfES39j+bQWEZE4vpPw502MTLA/I/YtQMy90P5z8iiKjrlo72P9WXO9/wRvM/YFP0F8ITpj8Iqox+W2TAP1bvZ/X+weU/KKWGTxr07D+NFB916m/3P8wJbFYBI/E/aUUl6Jt/0D9LY1HqYN3QP03gphUcKOc/SDq5VPqgwD/+0NCDFr7vPzR6Q5nl6eQ/6CDeHRrK9D/Q8iKIoOPWP8Cz0o3Y2OQ/mIHieDtU9j+1L2/VTQPxPwao086zI8E/5qKSaUma6z+gk9o6WHLjP2Dnj7wIW80/gAgScC/T5z+ZaiUspMHyP5L8lK14QMg/xiXK0cI/2D/A8fMGi5DfP3xca4uie9g/ZO6eB7th1z+z7Hpy9LzuP7TYR1Pw+fE/bmzJKa+b5T/ouValfr/NP8WAldsBCtw/WGXHjFELpj+F/2QAm5XYPwGSu4hWfdU/aLMezeVn9j8Y0Y4mzBPsPwPYs7+zXPE/bIqqazS96j926onLAMDjP3rDcAVG/vE/mMStJBqRvz9I9lEyCD7pP6AGruJF8aI/zt2VcU4G5z9wOmQHtyX3P45Kz59bVPQ/ZsIsjvjv5z+Ok+xdQ5bKP7BPYJkxDKo/jpguUi4b3j9RfLBopKjaP0YmfBOmxeI/t+GUfut65D9cafxWfm72PyqWvBU5t8Y/qPWTzkwdzT+Y+1QNOmHhPzh0B9+94N8/6EPUtXDb8D9oCRgUN2j2PxFpqiQSa/I/snjc8Po8yz9gA5ctcHWJP9qmGzroxfA/egCAWMk97D/211hrUMLtPyLhOm+OkPQ/uMwRuOmQwj88sjK9mMu0P48ACY1uZds/8vrIEVqC6z94dXJHnLjoP8Of+MzhX9Q/NJRQ2rxY8z8x2RnXoij0P1452J67bcw/eL2ROdALpz9a0yLj+Xb2P5OTUdTuLvI/LGvXr2Bn5z/hCwKLNEHpP8R2fO7Cn/Y/9uMpLEM47T8SvYHZ6j7qPziilvkCyeU/WofGxvPR7D9AbcHxqhjrP+o0Wk+oHfY/DKydxLIe4D+dx+SGblzcP7/AQkVTl9w/R1nhx2+94z/CS2AOHdflP/Lv/LI8EOI/ccMsHfWb2j/ME0GW/xHmP8kYGzRmS+0/ZLedfSA0yj9KtTd+xvzzP52IgjSiINI/g45enSeT8j/FsGmygh7xP96CtAhTodE/SKX5kicJzD8ERLVPSRzyP8iSg8v+2/I/0FDYTj2Tmj+e344syHPqP/lwOTO1Ku8/ZX1pij1x8j9nnuvoTV3tPwS9C9dGI9w/PLIoibdt7D/o8tX9OurgP6yCpi17ndQ/lLAuTk/U9z/CCQ0NNIrrP8pFUxxTLus/nr2jWmHb6T9CPP0kmUTpP9D2lY7tv/M/6GDcTybT6z8SiLJQ3mjtP7I3CJF6Mdw/qyD5wTiJ1z81ANlK0D71P6/Q5HkKS/E/haQsMMQu3T/A4JcfqQJ9P4QOpUP57u8/IqBbIgOK8z8wrmhd5aOXP7PDcy6hHe8/M0tBCXz17D/UFB2YxIe+P4/jz+3aKvY/bIXB+EaE9D9vaMC4tEjxP2hpeS7V4Pc/W5/YXNEZ6D/KDctqUpHpP9um47eggvE/iiDb05Yl8z9QETvTlZaiP1gOgLJKbug/2E0I8Scb4z/ajSfM2ZjPP0J1BRg+dfU/IicPpSdv5T9CSxr6ZanzP+ysdOL85/M/3vzTsuWF9T9I5RK2hoj3P7uD8BK0svM/vfUNi3N78D/KZB3PNGvzP+qqqeY338c/R+Hdn3SF8z8Ke+dOO2P3P96u4Ln8WOQ/XM6Cf+ZUvz8Kj3OfUXDtP+ZFgAgZM90/r2OvHs3Y3j+g7tl7oY3xP/x5bz/4s+g/Gka7zqzx4z+iRfaJwpvqP/KDQ08oDvA/EIIRgGSvnD9xW4tlXUHQP1rI0bQPqOg/RlDxnFYf9j86ZZbLxiHsP+dDbiCsf+0/8OgEuT2Z7z9sewKyJVzzP4gHzgLukPY/FHLdBNeEwT+4jVMP8PPuP9zYmPvrSuU/+F0665wUoj/I3Qd6YvqhPxuMIzV0k/M/DKZtCkAJ9T+oHinKlmj3P5oZLuVx2e8/j2NElbx10z88WhfbPyTcP9FGKEg95OA/4M/aLaaG8T8A5f3sxGHkPyXND79nPvE/Q9nLfpSw8z8KIUrqQKTLP5Wbg5ixGvM/MHu5BTGA4z97gNocVkbjP6WTJrMi3+I/zG80DrtxxT84DYQGa6q0PxgToitEsOk/Cjc6uVD52j+Xe7ubAy/uP0SYevvegMo/ckuxXtcN9z9FJuWI+nTkPzNxMdgLAdU/bmTrolr7xT8o73bvoOnlP9S+1m5obO8/iHH9uaV95z+gvIP2uifoP5Yyer0/L+0/Zrq3r3zx7D/oJKE31GzxP2du/vJ+FvE/fjKOaPAn8j8+YGga5z7gP9r/MitHNuM/loiRvAE59z/ApCVMaZyBP5DMLJjNTvc/ACfOmWa96D/sP7dbXkWxPyq1aLW3gPU/IkDKMotO8D+82NIRqDP1P35UH/JEwuw/ABsuK4vNlz+yEYoFoFvEP+DXyaXLsbg/P3Kffve54j8Q5IYi40TuP0lIP2rhzto/Nue3HUgI7D/rkQyYbYXePy6VpSVXVvY/jVPiRYTD8T/IBo24oV+6P7SF60+9TfU/Eic/b/DIwz9Urd2MLjzEP2i70Lwr7+g/Ej94u0zO8D+tP4PbKR3sP1ODz4F01OA/BgTVp8Rp5D+M27M/Cb3xP7YnVqZ85eg/Ut+kTZfZwD++fKfmyl7nP29+a6ODO+Q/1dSl9NZA9z/GhIEmWkPIP+BY4CG/vt8/aPE9+6Fjsz9o1M1k+bfLP5KPI1nirsI/6G0WfR447D/81a1EKCrQPxQpbiIFXsc/vBcxirSH9T9oo9SNAq3uPzid35wgj/Q/gADcIVFf4D/mNtxwESfhPxgfuODO38Q/SHK16Jieqz9YN0JmOcfbP4jtiNVhJvU/esmvZTZBwT9Kcp4hwM30P1CL+vTxDqA/KD1m3bHBtj+rb2tvNs/pP0gSDTBcVqw/skqew9ZA8D/evBMkpXThPyAf/TjwdNM/Aw4DkHGD4j8H6AmSSn72P9P36uBSwvA/QiZVvKiA7D88MD00SZz3P/z6i3/m9cc/9PKauPOQvD+gbJC+twm8Pya64mDMZNQ/urxEc6Va7T/1RLWtQ3/xP8akhuT6eeM/Pbh+EDlY6j8FwOy0b9rzP2baQBauJdM/SDKaDsACzT+eL1fZlGPxPz720dKqMOs/4idkoMFk8T+13N9kOwfdPzs3kvkrSec/DQWSAlGz9j9iB1sK7QbDP4b4el2iE+A/vBmfKGzq8T+gtsLlRg/qP/rbgJJoGNc/8MEBIXQLwj8EoU1VhiLCP7frozXC3PQ/gm1B8o0v3z/DdZd1MtntP8ky2yb9o+4/nYpd1Six5j/K53otbPHpP5qh8OXQSfM/Oe+cg5Jz9j+5FOS3wObYPwobS7zf3sQ/WM5kf4nL1T8Ywcm9XkzhPwnwvtyU7PM/vvdWeuiw7z+E2IyFTb/BPxD3pztROvQ/4cveU3Sn0D8SlyyOCmbgP0MDkAuha9c/vKzTlv1v1j/QWPYwHVj1P9sjKNDfgOQ/Eav4+Gd72j8Ei0ZuTbbYP8kMj8HB7tA/YCJ8C6HthT8QWVKmMqbGP5rF5FU6m/A/nCFvJXdv9j9U2ACZmLHQP+5OsncInPQ/co/k3zZk0T+6uS/mtcnwPwogPQSYFeI/HqM7CN4N3j8arJ6hlUDXP6oELAXGFO4/EmUh+TZb5D/YrMFL8XO9P/5R3bP5idk/2YInTtv00j+lxl9vggzbP9JUX1w72N4/tJTwkIlp6T+4w8n+V5jlP3D1hWSS4OU/4o4x6v7h5j9II59Hmmi6PwCJciC3eeE/rUi4C/eg8T+1vKBT81byP1jpW8qxNaE/l+5psaee2D8JwxkJDy3dP2wLargXxeY/qqRNH/6p6z/x1jC+qInzP6L+RbLvAeg/m9sLGucs2T/8vFo7+GLjP8QnsmBNXfI/5seFxT709D8ez7dhOEzBPyBn1Py+i8Q/cNmCKO8r8z8zBrBT6KvTPylBybWOO/A/qOcX6A5V6D/yt4zFJBXVP5If+KSfYs4/HOFCLacn9j+WcWw61FDmP1HBZebB8fc/dKEa+1kjvj/hIxBniFjoP1sS9ZwCD/A/dgC/3Oh87z8owm5FccezP6aDnibsz/A/UiziWkMjwT/QSUz2Wd7JP9aqAV4sTuE/k9VZbQXt9T+otOwayZPHP2PB5cJGhtc/Hp4BkyoGwj/A7I5zm7W0P8gj2uspu80/I8kkNoI27j88bAVOuTHrPxwUlf/s3+s/5Dk1ixvxyj9/N33blKnoPwJkjR+SweQ/aGeZLS9g4j+kGqCpNCjxPwgOFBLZbPM/V4ddCBjY8j+Jc1zWNhPnP9qSCl8kdu8/lhJnu9h74T/kpsQ0hkDnPwe0t1HYA90/0t6Ocjrk6T984AdQInHnPwD2YmsiLbA/ZN2VeGnl0j9sJ8YtuRnvPxvxy/rOm9k/doCLuxbP7z80qdZ7jTbrP8QUsPz1RuY/1PlxrRZB9T8IwkdiVwnjP99vVSZnlvc/HHMTj4eL9j9FqfMSh6/pP/7NbzEbb/M/jCTIWtih8D88rWELqp/2P4ak9xbaTvc/gGgAAj0Ubj+OrjVU6w7lP0BdHouOsPc/7HvT45YDwz9ARhEY5NzDP+82xWJeqNo/PlokuCq21j/xs8Jc2gbYP/BCCeNvXPM/cBluFjWu1D+wd2dSbIjxP35Vtm8gGsc/KE5mhUj9uz9TkHzjjrvnP4GVZlBrJfI/JmOeoi6A9D8K8dMvlRvzP74Gj33rrfQ/Pfr46qo29j874qFBG2jeP94qXI7i5s4/xjyxRRh18D9QlBEyvNi4Pz+80JvT8+I/vE3a41UH6D/QMCO0MjvNP1iZIT4gZfM/05MXh7Yb4z99Ia4j2/3xP1u1SXDd3PU/scGq+4JT9T/0ch6kgIPtP65yzY6AOuI/dp6yzcfhwj8SkT+D8ivgP6wP3QOn2us/liVhD5Do7j+i/nxGabT2P6wWDvAjoe0/tbz1BuAW9T/h2Fgwo6DwP9IvytfLO/M/fliq6to44D9QaBJbB/nxP1UVkSBH1+k/bEJ0rFhy9D/rf37j/nXwP+8eciocwPU/iavRnH018j+OoqLkGtfDPwpN8dV0d/E/gljUBnEF9D9lg0drminWP/eUDEudeNU/kLg2NNR+6z+OKFlpxOXuP/omKCK50OE/asb99d4a6D9cbDM1OZbHP2QqxwUFAO0/lutQ4uOX6z/hJp/rOGLtPwdaDg2Up/M/aysiV3ru4T/goYE+6AbRPyCYlCfEqco/4Lo6oLlzgT/ucgD9MHHwPxvlXPmoQug/GYdfo8dR2T+5EpN2mpn2P3qluq+LJdM/5jPyCr1N8T9ssovprpHPP9+l5WWii9Y/po9Y+0K29D9c2pjpF1bSP0D2cfAZzbY/laBJfQG58j9c0qo9QCrIP7yFcC+mY7c/s4IupOZ58D8kq5bERjz0P8hPLbOOUPA/gb8F5o318T9wYWXexDftP6zdZ/l05Lg/5iUujHZV7z8g25biNjTzP+gB4z0BV9s/klICyqBH9T8keaZLJOPiPz5VwNCVw/A/4Ll1Qygkoj+IF1taJTy5P0N4RSVovfY/gDizUrMk4j9w0YXrCtrzP7NxuAVj19U/tFngDKlz7j/aLmBrhtzJP3h4ZiYTcuw/Lu31o0I57j/sZXjb6YbxP2CV+PtLXJM/PDD8vPvgtT/777Gb9FLWP3DNpBQdIPQ/1KFfzwWT9D+qp/7yJ+D2P/CCaPaXOus/hktyxsHD9D+8p8NkQuTGP4i4HCJb1ck/y73Ehrx68z+NHa4DRS3wP/5HopQKEM0/x3MqLknc3D9oPDDrbeLcP2CKUsJ/UIs/hgqiIQu65T+igrPEJ2/oPwncR6hI//E/0MVslLCruz+IUdgZneW3P+C+7CB6svM/kBwjAj/1oT/IK5dveojzP/jrKRvqe7Y/FghB7uyW9D+w5q7FXWfyPxDLl4qLveY/JY8zzf0G3z+wTyGiLKzCP2XVWbw95+c/eLqqdyue9z9yITkBg8DtP70usOyPb/Y/uefIZvN03j8IrFGKqSu8P2Aui8jfqJY/QEO4KYBquT/CRDUoUiD2P6eVqib8ctA/TpdR6oCP4D92VmKpp4rWP+W9vQBlgdU/PE/M9WlkwT9yQw+fxufsP2zZ2DPeNfM/jGgjM+GC4D9KVEMjhFT2P4aXg4nKde0/DitI7EDe9z/478vhR6jkP0BYI5T4+nk/GBHHdRU/2z8cosFOOsvyP1jm7ScxVqs/WvjWBx075T/ze+mXYLLtP30x/HqG3OY/3DtaS9qR6j/SRy1AmKfwP00vQXi1+/M/QAExGA0HmT8EdGe0CerzPwOv1IKgLvQ/cKZKTN969T9sVlT6dpGwP6sLKFvn1NI/3IafDT3O1z+4U3m30Kq0PzHjAf9bV/Q/gPNaCIXk7j+gcdI2mW2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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"3894\"},\"selection_policy\":{\"id\":\"3895\"}},\"id\":\"3413\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3387\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"3389\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"3413\"}},\"id\":\"3417\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3388\",\"type\":\"PanTool\"},{\"attributes\":{\"data_source\":{\"id\":\"3413\"},\"glyph\":{\"id\":\"3414\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3415\"},\"selection_glyph\":null,\"view\":{\"id\":\"3417\"}},\"id\":\"3416\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3393\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3398\"}},\"id\":\"3390\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3391\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"3886\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"3392\",\"type\":\"TapTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3400\"}},\"id\":\"3395\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3399\"}},\"id\":\"3396\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"3603\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3888\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3386\"},{\"id\":\"3387\"},{\"id\":\"3388\"},{\"id\":\"3389\"},{\"id\":\"3390\"},{\"id\":\"3391\"},{\"id\":\"3392\"},{\"id\":\"3393\"},{\"id\":\"3394\"},{\"id\":\"3395\"},{\"id\":\"3396\"}]},\"id\":\"3401\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"3607\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3894\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3605\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3895\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3397\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3398\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3613\",\"type\":\"Selection\"}],\"root_ids\":[\"3997\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"ad16f8bf-0abe-48b6-8827-1cb1a82844bd\",\"root_ids\":[\"3997\"],\"roots\":{\"3997\":\"c6401e60-bfe5-40ff-a3be-ed9f0843ff8e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3997"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,7,2,4,5]\n",
    "# 尺寸\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
